{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import json\n",
    "import numpy as np\n",
    "import imgaug as ia\n",
    "from imgaug import augmenters as iaa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_pair(images, gray=False):\n",
    "\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=2, sharex=False, sharey=False, figsize=(10,8))\n",
    "    i=0\n",
    "    \n",
    "    for y in range(2):\n",
    "        if gray:\n",
    "            axes[y].imshow(images[i], cmap='gray')\n",
    "        else:\n",
    "            axes[y].imshow(images[i])\n",
    "        axes[y].get_xaxis().set_visible(False)\n",
    "        axes[y].get_yaxis().set_visible(False)\n",
    "        i+=1\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_poly(ann_path):\n",
    "    \n",
    "    with open(ann_path) as handle:\n",
    "        data = json.load(handle)\n",
    "    \n",
    "    shape_dicts = data['shapes']\n",
    "    \n",
    "    return shape_dicts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_binary_masks(im, shape_dicts):\n",
    "    \n",
    "    blank = np.zeros(shape=(im.shape[0], im.shape[1]), dtype=np.float32)\n",
    "    \n",
    "    for shape in shape_dicts:\n",
    "        points = np.array(shape['points'], dtype=np.int32)\n",
    "        cv2.fillPoly(blank, [points], 255)\n",
    "        \n",
    "    return blank"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Masks for Binary Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_list = sorted(os.listdir('images'), key=lambda x: int(x.split('.')[0]))\n",
    "annot_list = sorted(os.listdir('annotated'), key=lambda x: int(x.split('.')[0]))\n",
    "\n",
    "for im_fn, ann_fn in zip(image_list, annot_list):\n",
    "    \n",
    "    im = cv2.imread(os.path.join('images', im_fn), 0)\n",
    "    \n",
    "    ann_path = os.path.join('annotated', ann_fn)\n",
    "    shape_dicts = get_poly(ann_path)\n",
    "    im_binary = create_binary_masks(im, shape_dicts)\n",
    "    \n",
    "    plot_pair([im, im_binary], gray=True)\n",
    "    plt.show()\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Masks for Multi Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['circle', 'square', 'star', 'triangle']\n"
     ]
    }
   ],
   "source": [
    "hues = {'star': 30,\n",
    "        'square': 0,\n",
    "        'circle': 90,\n",
    "        'triangle': 60}\n",
    "\n",
    "labels = sorted(hues.keys())\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To set the hues you want, refer to this pi chart. These are the values used by OpenCV."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![hsv](docs/images/hsv.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_multi_masks(im, shape_dicts):\n",
    "    \n",
    "    channels = []\n",
    "    cls = [x['label'] for x in shape_dicts]\n",
    "    poly = [np.array(x['points'], dtype=np.int32) for x in shape_dicts]\n",
    "    label2poly = dict(zip(cls, poly))\n",
    "    background = np.zeros(shape=im.shape, dtype=np.float32)\n",
    "\n",
    "    for i, label in enumerate(labels):\n",
    "        \n",
    "        blank = np.zeros(shape=im.shape, dtype=np.float32)\n",
    "        \n",
    "        if label in cls:\n",
    "            cv2.fillPoly(blank, [label2poly[label]], 255)\n",
    "            cv2.fillPoly(background, [label2poly[label]], 255)\n",
    "            \n",
    "        channels.append(blank)\n",
    "    _, thresh = cv2.threshold(background, 127, 255, cv2.THRESH_BINARY_INV)\n",
    "    channels.append(thresh)\n",
    "\n",
    "    Y = np.stack(channels, axis=2)\n",
    "    return Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAADU1JREFUeJzt3U2sXOV9x/Hvr5CwIEjgkFqucQuJnIWzcawrilQUpYsmwMZkg8iiWBWSswApkdKFkyzKtlWTSKgpkqOgmCqFIiUIL/oSsCLRDQQbEWNDCSYxwpaxG1ER1EpJgH8Xcy5M/NzrO/feeTlz7/cjHc2ZZ86Z+c/RPb95zutNVSFJw/5g1gVI6h+DQVLDYJDUMBgkNQwGSQ2DQVJjYsGQ5JYkLyc5leTApD5H0vhlEucxJLkM+DnwF8AZ4Fngi1X14tg/TNLYTarHcCNwqqp+UVW/BR4B9k7osySN2eUTet/twOtDz88Af7rcxEk8/VKavF9V1cdGmXBSwbCiJPuB/bP6fGkTem3UCScVDGeBHUPPr+va3ldVB4GDYI9B6ptJ7WN4FtiZ5IYkHwbuBA5P6LMkjdlEegxV9U6Se4H/AC4DHqyqk5P4LEnjN5HDlasuwk0JaRqOVdXCKBN65qOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkhsEgqXH5emZOchp4G3gXeKeqFpJsAf4FuB44DdxRVf+zvjIlTdM4egx/XlW7q2qhe34AOFJVO4Ej3XNJc2QSmxJ7gUPd+CHg9gl8hqQJWm8wFPDjJMeS7O/atlbVuW78DWDrUjMm2Z/kaJKj66xB0pitax8DcHNVnU3yh8ATSf5r+MWqqiS11IxVdRA4CLDcNJJmY109hqo62z1eAB4DbgTOJ9kG0D1eWG+RkqZrzcGQ5MokVy2OA58DTgCHgX3dZPuAx9dbpKTpWs+mxFbgsSSL7/PPVfXvSZ4FHk1yN/AacMf6y5Q0Tama/ea9+xikqTg2dFrBJXnmo6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6SGwSCpYTBIahgMkhoGg6TGisGQ5MEkF5KcGGrbkuSJJK90j9d07Ulyf5JTSY4n2TPJ4iVNxig9hu8Dt1zUdgA4UlU7gSPdc4BbgZ3dsB94YDxlSpqmFYOhqp4C3ryoeS9wqBs/BNw+1P5QDTwNXJ1k27iKlTQda93HsLWqznXjbwBbu/HtwOtD053p2iTNkcvX+wZVVUlqtfMl2c9gc0NSz6y1x3B+cROhe7zQtZ8FdgxNd13X1qiqg1W1UFULa6xB0oSsNRgOA/u68X3A40Ptd3VHJ24C3hra5JA0L6rqkgPwMHAO+B2DfQZ3Ax9lcDTiFeBJYEs3bYDvAK8CLwALK71/N185ODhMfDg6yvpYVaRbMWdqLfsoJK3asVE33T3zUVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDUWDEYkjyY5EKSE0Nt9yU5m+T5brht6LWvJTmV5OUkn59U4ZImZ5Qew/eBW5Zo/3ZV7e6GfwVIsgu4E/hUN88/JrlsXMVKmo4Vg6GqngLeHPH99gKPVNVvquqXwCngxnXUJ2kG1rOP4d4kx7tNjWu6tu3A60PTnOnaGkn2Jzma5Og6apA0AWsNhgeATwC7gXPAN1f7BlV1sKoWqmphjTVImpA1BUNVna+qd6vqPeC7fLC5cBbYMTTpdV2bpDmypmBIsm3o6ReAxSMWh4E7k1yR5AZgJ/DT9ZUoadouX2mCJA8DnwWuTXIG+Bvgs0l2AwWcBr4EUFUnkzwKvAi8A9xTVe9OpnRJk5KqmnUNJJl9EdLGd2zUfXqe+SipYTBIahgMkhoGg6SGwSCpYTBIahgM0oj6cGh/WgwGaQSLobBZwsFgkFZpM4SDwSCpYTBIK1iqh7DRew0Gg7RGGzkcVry6UtqsNvKKvxJ7DJIaBoO0hFF7Cxu1V2EwSOu0EcPBYJAushFX9NUyGKQhaw2FjRYmBoM0JhspHAwGSQ2DQeqM4xd/o/QaDAZpzDZCOBgMEhtjZR4ng0GbnqHQMhi0qU0qFOY9bAwGaULmORwMBm1a87ziTprBIE3QvIaPwSCpYTBoU5rmL3lVzV3PwWDQpjNvK+ksGAySGgaDNhV7C6NZMRiS7EjykyQvJjmZ5Mtd+5YkTyR5pXu8pmtPkvuTnEpyPMmeSX8JaR7MUyiN0mN4B/hqVe0CbgLuSbILOAAcqaqdwJHuOcCtwM5u2A88MPaqpTXow4rZhxpGsWIwVNW5qnquG38beAnYDuwFDnWTHQJu78b3Ag/VwNPA1Um2jb1yaRX6tEL2qZblrGofQ5LrgU8DzwBbq+pc99IbwNZufDvw+tBsZ7o2aSbmYUXsm5GDIclHgB8CX6mqXw+/VoMlv6qln2R/kqNJjq5mPmkj6HtYjRQMST7EIBR+UFU/6prPL24idI8XuvazwI6h2a/r2n5PVR2sqoWqWlhr8ZImY5SjEgG+B7xUVd8aeukwsK8b3wc8PtR+V3d04ibgraFNDmmq+vzL3OfaslJxSW4G/hN4AXiva/46g/0MjwJ/DLwG3FFVb3ZB8g/ALcD/AX9VVZfcXEjS3yWkudbnlW/RYJWZimOj9tBXDIZpMBg0CX342x5FH4PBMx+1Ic1LKPSVwSDNWB9DzGDQhtPHFW0lfavZYNCG0rcVbF4ZDFJP9CnUDAZtGH1asdaqL9/BYJB6pg/hYDBIahgM2hD68Cs7TrP+PgaD5t6sV6KNyGDQXNvIoTDL72YwSGoYDJpbG7m3sGhW39FgkNQwGDSXNkNvYdEsvqvBIKlhMGjubKbewqJp/2Ncg0FSw2DQXNmMvYVh0/r+BoPmxmYPhWkyGCQ1DAbNBXsLH5jGsjAY1HuGQmvSy8RgkNQwGNRr9haWN8llc/nE3lkagyn+lyYNsccgqWEwSGoYDJIaBoOkhsEgqWEwSGoYDJIaBoOkxorBkGRHkp8keTHJySRf7trvS3I2yfPdcNvQPF9LcirJy0k+P8kvIGn8Rjnz8R3gq1X1XJKrgGNJnuhe+3ZV/f3wxEl2AXcCnwL+CHgyySer6t1xFi5pclbsMVTVuap6rht/G3gJ2H6JWfYCj1TVb6rql8Ap4MZxFCtpOla1jyHJ9cCngWe6pnuTHE/yYJJrurbtwOtDs51hiSBJsj/J0SRHV121pIkaORiSfAT4IfCVqvo18ADwCWA3cA745mo+uKoOVtVCVS2sZj5JkzdSMCT5EINQ+EFV/Qigqs5X1btV9R7wXT7YXDgL7Bia/bquTdKcGOWoRIDvAS9V1beG2rcNTfYF4EQ3fhi4M8kVSW4AdgI/HV/JkiZtlKMSfwb8JfBCkue7tq8DX0yyGyjgNPAlgKo6meRR4EUGRzTu8YiENF/ShzvkJPlv4H+BX826lhFcy3zUCfNTq3WO31K1/klVfWyUmXsRDABJjs7Djsh5qRPmp1brHL/11uop0ZIaBoOkRp+C4eCsCxjRvNQJ81OrdY7fumrtzT4GSf3Rpx6DpJ6YeTAkuaW7PPtUkgOzrudiSU4neaG7tPxo17YlyRNJXuker1npfSZQ14NJLiQ5MdS2ZF0ZuL9bxseT7OlBrb27bP8Stxjo1XKdyq0QqmpmA3AZ8CrwceDDwM+AXbOsaYkaTwPXXtT2d8CBbvwA8LczqOszwB7gxEp1AbcB/wYEuAl4pge13gf89RLT7ur+Dq4Abuj+Pi6bUp3bgD3d+FXAz7t6erVcL1Hn2JbprHsMNwKnquoXVfVb4BEGl2333V7gUDd+CLh92gVU1VPAmxc1L1fXXuChGngauPqiU9onaplalzOzy/Zr+VsM9Gq5XqLO5ax6mc46GEa6RHvGCvhxkmNJ9ndtW6vqXDf+BrB1NqU1lqurr8t5zZftT9pFtxjo7XId560Qhs06GObBzVW1B7gVuCfJZ4ZfrEFfrXeHdvpa15B1XbY/SUvcYuB9fVqu474VwrBZB0PvL9GuqrPd4wXgMQZdsPOLXcbu8cLsKvw9y9XVu+VcPb1sf6lbDNDD5TrpWyHMOhieBXYmuSHJhxncK/LwjGt6X5Iru/tckuRK4HMMLi8/DOzrJtsHPD6bChvL1XUYuKvbi34T8NZQ13gm+njZ/nK3GKBny3W5Ose6TKexF3WFPay3Mdir+irwjVnXc1FtH2ewN/dnwMnF+oCPAkeAV4AngS0zqO1hBt3F3zHYZrx7uboY7DX/TreMXwAWelDrP3W1HO/+cLcNTf+NrtaXgVunWOfNDDYTjgPPd8NtfVuul6hzbMvUMx8lNWa9KSGphwwGSQ2DQVLDYJDUMBgkNQwGSQ2DQVLDYJDU+H8MkGNanMWO+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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taF1a9VDq45OS9mVQa3Zv29/gIway6te5fBTC2jcqNfEDbAF+BXwMuBL4BbCnyZqG1HgG2Lqu7e+Bw+n6YeDvGqjrM8A+4NS4uoD9wL8BAm4Bns+g1geBvx2y7J60HVwF3JS2jy1zqnM7sC9dvwb4Zaonq37doM7K+rTpGcPNwHJEvBERfwAeZ/Vt27k7ABxN148Cd827gIh4FnhnXfOoug4Aj8aq54Br172kvVYjah2lsbftx+iPGMiqXzeoc5RN92nTwTDRW7QbFsBPJJ2QtJjatkXE+XT9bWBbM6WVjKor136e+m37dVv3EQPZ9muVH4VQ1HQwtMGtEbEPuBM4JOkzxRtjda6W3VM7udZVMNPb9us05CMGPpBTv1b9UQhFTQdD9m/Rjohz6fIi8CSrU7ALa1PGdHmxuQo/ZFRd2fVzZPq2/WEfMUCG/Vr3RyE0HQwvALsl3STpSlY/K/JYwzV9QNLV6XMukXQ18FlW315+DDiYFjsIPNVMhSWj6joG3JfOot8CvFuYGjcix7ftj/qIATLr11F1Vtqn8ziLOuYM635Wz6r+CvhG0/Wsq+1jrJ7N/QVweq0+4E+B48DrwE+B6xuo7TFWp4v/x+ox4/2j6mL1rPk/pj5+GRhkUOs/p1pOpg13e2H5b6RaXwPunGOdt7J6mHASeCn97M+tXzeos7I+9Ssfzayk6UMJM8uQg8HMShwMZlbiYDCzEgeDmZU4GMysxMFgZiUOBjMr+X+qDR2//MNn6wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for im_fn, ann_fn in zip(image_list, annot_list):\n",
    "    \n",
    "    im = cv2.imread(os.path.join('images', im_fn), 0)\n",
    "    ann_path = os.path.join('annotated', ann_fn)\n",
    "    shape_dicts = get_poly(ann_path)\n",
    "    Y = create_multi_masks(im, shape_dicts)\n",
    "    break\n",
    "    \n",
    "for i in range(5):\n",
    "    mask = Y[:,:,i]\n",
    "    plt.imshow(mask, cmap='gray')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hue Masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_multi_masks(im, shape_dicts):\n",
    "    \n",
    "    blank = np.zeros(shape=im.shape, dtype=np.uint8)\n",
    "    \n",
    "    channels = []\n",
    "    cls = [x['label'] for x in shape_dicts]\n",
    "    poly = [np.array(x['points'], dtype=np.int32) for x in shape_dicts]\n",
    "    label2poly = dict(zip(cls, poly))\n",
    "\n",
    "    for i, label in enumerate(labels):\n",
    "        \n",
    "        if label in cls:\n",
    "            cv2.fillPoly(blank, [label2poly[label]], (hues[label], 255, 255))\n",
    "            \n",
    "    return cv2.cvtColor(blank, cv2.COLOR_HSV2RGB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F95C2FCF0F0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F95C3071EB8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F95C2FBEA20>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F95C3071EB8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7F95C2FCF160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, (im_fn, ann_fn) in enumerate(zip(image_list, annot_list)):\n",
    "    \n",
    "    im = cv2.imread(os.path.join('images', im_fn), 1)\n",
    "    ann_path = os.path.join('annotated', ann_fn)\n",
    "    shape_dicts = get_poly(ann_path)\n",
    "    im_color = draw_multi_masks(im, shape_dicts)\n",
    "    display(Image.fromarray(im_color))\n",
    "    if i == 4:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def augment_poly(im_path, ann_path):\n",
    "    \n",
    "    im = cv2.imread(im_path, 1)\n",
    "    im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n",
    "    \n",
    "    with open(ann_path) as handle:\n",
    "        data = json.load(handle)\n",
    "    \n",
    "    shape_dicts = data['shapes']\n",
    "    points = []\n",
    "    aug_shape_dicts = []\n",
    "    i = 0\n",
    "    \n",
    "    for shape in shape_dicts:\n",
    "        \n",
    "        for pairs in shape['points']:\n",
    "            points.append(ia.Keypoint(x=pairs[0], y=pairs[1]))\n",
    "        \n",
    "        _d = {}\n",
    "        _d['label'] = shape['label']\n",
    "        _d['index'] = (i, i+len(shape['points']))\n",
    "        aug_shape_dicts.append(_d)\n",
    "\n",
    "        i += len(shape['points'])\n",
    "    \n",
    "    keypoints = ia.KeypointsOnImage(points, shape=(256,256,3))\n",
    "    \n",
    "    image_aug = seq_det.augment_images([im])[0]\n",
    "    keypoints_aug = seq_det.augment_keypoints([keypoints])[0]\n",
    "    \n",
    "    for shape in aug_shape_dicts:\n",
    "        start, end = shape['index']\n",
    "        aug_points = [[keypoint.x, keypoint.y] for keypoint in keypoints_aug.keypoints[start:end]]\n",
    "        shape['points'] = aug_points\n",
    "    \n",
    "    return image_aug, aug_shape_dicts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ia.seed(1)\n",
    "\n",
    "seq = iaa.Sequential([\n",
    "    iaa.Fliplr(0.5),\n",
    "    iaa.Multiply((1.2, 1.5)),\n",
    "    iaa.Affine(\n",
    "        rotate=(-90, 90)\n",
    "    ),\n",
    "    iaa.Sometimes(0.5,\n",
    "        iaa.GaussianBlur(sigma=(0, 10))\n",
    "    )\n",
    "], random_order=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seq_det = seq.to_deterministic()\n",
    "im_path = os.path.join('images', '0.jpg')\n",
    "ann_path = os.path.join('annotated', '0.json')\n",
    "\n",
    "im_aug, aug_shape_dicts = augment_poly(im_path, ann_path)\n",
    "aug_mask = create_binary_masks(im_aug, aug_shape_dicts)\n",
    "plot_pair((im_aug, aug_mask), gray=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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43rTajo/QAV6y2o6P0GEwwfOh2eEjdICPzA4focNJBE8n1+ExOn5EDtDddXiMjh+RwwSCZ4DvQdIrgIQOcIrvQdIrgIQOEwmeE7wSQKIGWM4rASRqWJTgmUDUAKGJGgLyY+kAQHqCBwBIT/AAAOk9e4bnP9u2/fuMAwGW8c/ZB9CRGQa13J1f+yqfFAwAMIpbWgBAeoIHAEhP8AAA6QkeACA9wQMApPdf74F/j+JEFQwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1MCUIARzXRavVDqviJNVSsbJGPoVF+iXPCZmeEHll2pTM9mnoRwCrMBOyB3oeZ4MzkdLNuKgkNB1PMBgNwV6dwHFslEol7O3sgDg2DGqCAqCGfGbGb28EcL2t+mSVmg0RE4Vqe2wscROsGlxmSUyrKkx9BiArkevzv4i/YdEJv2ieBHDf2TqamKaFRrOBUrlcYPXSJywXYaS55eSLdQUhJKZNCCeo+qe+R6Hr3SXxiGh1GrIWPMY4vKmHgAVwLBssYHh1coznT5+hf3MD3/OAQGR2qn+3lqKm04onNZXhWPVvljDOYv+K+kPi46KIyHGpNjrOWP0ZY6lJnTfJs+5/Gy3vrdEYypUqPvzwq6hVazA0FTeSdGn0WFx5jn2YHIrLOapEvC/y0c0Ghzgbe5YDaf7gzDJDOGUROCSSorzpBDfX16iUSvjw/fdRbzRxdnaG09NTfP/738fHjx9jd28PFUOr6xBz9hbnI6gFnMuIhiJ5KOgSTQ+g+qAILGQRoohkJSYXVEIIDGJgpuREh1SRFoPmnz+vF/KqjFHKkWUKq9/V30EQ33QoS6uYpaksmkAFvEXA4MgaDJbtFB6PeTHllBACog2MkAINukQsc5HVLh59CF/uEoldeeCROSg5h+/5GI/GsC0Hnc469nZ20G628MWXn+Pw4BDNRh21Wg2UELilEhzbgs/U6TzMyzAM4TtI0n2Lyup9vaIGZ/79cswumSyVjGTph2exIlctyUm/rJ9AkaqWpUa/NcBg2TbWOuuwbBvZ9QPyz82cfLmiRScWBoUVmQYkubfkqi5LwREAjMP3RXly0zRRq1axvr6ORrMJz5viRz/6EV6+OECtUoNj27BtC4xZWpahpFlTBsYMUOirU+T0DHtDVzL09tCcL16zqHZwltYSw4mqOApJYJkDFNkTs7j/a5FMymSIUweHReWtAQZVg8G2Fq8MHUbVddUrgf6RthCdldupd8U+WkJmRSTCJDJt9VFmU+D5mI7HcGwbruugXCmjYdnwPA8///kvcHp6imq1gkq1CsuyAQbYJTe2VTBnHJxwUXaGkLiGRjW+JNP6nsQn2upBQdXByJZZpeCysitXwXuIZz+GvXfrayWlSCSjqLw1wFCt1FCrNWCac2zFAqKjf673Xu3zuMIQ0DwJVydgCW1FqeX6eYovoLVZPnsQMIwnYziug3K5AssyUSo5WF/vYGNjA4eHh3j58gVKpZIgPG1swJabwxJCARpIqnlE6mGMZ2cMQgeqLEJaXp/eDRmpaJ3IVdfCuC0oKJmdmBVprarEm7j3Yvd8a4Dh/Q8fo1Kr34VRWlh02zpPyJKhspiPgADgBaMkicE7axdvdWTAAkwmY4zHI9RqNTTqdUGFtl202yZ+53d+B7/85S/wy1/8Ev/u3/0lzs8v8LVPvoZPKr8B07JAqQFCzNCiU7kXQDq1WHzIxa52VO4HKsuxMc41CnsWUY0gZjby1W1uM5P7sYBQKqIHYmwAyikrogTJdxhtlExp/pMU1VLyjtO1BsMwllrM3ppw5draOmxHOB45ISIcrnx1b7RlusxuSdFNZTmPji0a0hSh0tmp3xxiQvi+j8lkBN/34boOLNsEIQYIBQxqoNVq4OHDfezv78GyTJwcH+PZs6foD4bwfA+MR15yEVbjoRdd/6duyjXQiLn2CFksT0oLDethVPVZEclq5+20wCxehlocmPZP9FkECMtrI8nQJKU09k+XX3lKtIhI2IjcxDLaHTq5hPVLgeJIoVaNlZgH80a4VOmk0w5YnumYlFjSDuSwTLH9xLeMC8fjaDTGeDyBY9ug1AAl0fGlUgkbGxsYjUYYDAc4Pj7B8fERulc9UMsENU0QQx7P8/NMItMoOXmIFm6MYvnLPnNRuSszkFKaCinmtEAer8zTjAjJnDYmAeGu5FbAQAh5BuAGAg59zvlvEULaAP4PAI8APAPwe5zz3i3vg3ZnPXN3a1AiJrjkDSSYDKBc2cEAEPdP8MTPmQP01oNKchwyMvDCWyyxz2QSFKKwW/LagFy+wf0Ak8kU0+kElm2nyEumaaJWq2F7exv9vtjKvXd9icOTY1glF3bJgSFNCc5nr30EitmnhWLD5yz8mAVFZSpGfqFYX+Ym2N1eYg7ehclO6esse86qnmsVr+avc86/xTn/Lfn3HwL4U875hwD+VP59KyGEoNVpwzQL1mAIwVi3t6NO44xn2ph6n4ZOdPVd4vPbiJ6BN6tYiM6onHWdsJ1J5pvG9gs3qAIQSILTZDKF67iwbAvUiNiBBjXg2A7WOm08evgQe3u7cN0SXr54gbOzM/QHA0w8T6z9hgGlsxEABiHiHzQPAVF3FnUqQhX+TjgByvsfvetkf4iuyu/3RSR5maKbxRTRDPTxkTR7imgLWczJonIXpsTvAvhr8vd/BODPAPy921zQsiy4Tnlx9ZEgVWRELxSbrqoTd9wRgozy9HMy7GbYMREgREeLv8UU4shTRxffIVuZFPonhAKEASzgmEyn8LwpbMeGZVkwqBGyI1W0xnZcbGxsYDAcoD8Y4svDl6iUKqiWynBNC3alCkIVCzHKdpVTD1T5IsRe8SmJESkzn2Cx9815tJ0c1SJKRaIQ4VhQla6WjEgssuLPqvx82/stCwhKbgsMHMD/RQjhAP5Xzvl3AWxyzo/l9ycAMuu8E0K+A+A7RW5SqdZQqVayh8kMlKdadWg9jpymzMZ5DsqhBgRh+K0YKM2In2ub0+ZNCN3MiL3wDCakzhtQkYDYQKOGXKh1RmcAz5vi6voSvatL+JzBLZVgWqZY+eUtDcNA4AfgjKNUKuHDDz5Eu93B0T/9p/jhD/4/vDo8wje+8RvYf/gQrXYblWoVkA5ItZUOJQAhRtgn6VCqLtFxAMDDQa0P7mL9n7cBbWYU4tZpyjxzcuthwjzJJVIlfAjJQq/ivWdnvKprRFESAYzLgMRtgeF3OOeHhJANAP+KEPLLREO5BI2USBD5LgDkHaPEsiwRkchA8dmPLAqsZSblMJ55PSV6PL4YmBcbXHn8iLw2MI2um/xOVQGi0s/CEtejgPgsVKsB3w8w9TywIIBtWTAtEyBU1H4EBQhFwDg4AZhkM1HTRKNex3sPH2E8GOL0+ARflEqwbQeu66JWrQKKGq1CdtInmWy57s+Il37T+ptScJbUnma96SJZscjt89tUVJ436WYxFed9BhQDmTy5DfDdChg454fy5ykh5J8B+DaAV4SQLc75MSFkC8Dpbe4BInaecmw3/gKLpADLQZrZLTSeBZmmTS/hfsmYwFmrfR446JqLAqZw0qduFUVnCBG0h6wWUwkYkc3N4E3FJqdE9q1h6GcyBIxHGZWUA4zAtm289/ARhv0Bnjx7grPjExzUaqhVK2g1WzBMU4CDNJMCykEYYGhWxO0yNDWNIhzoymgJRN8nTDQg0sK4plWtrIpTjraaRyrKS3rKmriU0nC8LwMOt9WGlnY+EkIqhJCa+h3AfwDgpwD+BYDfl4f9PoB/vuw9APGaXaeUKv4qChrPiiKIFNqICxCp8lHcm2oOnuyNcBdpZ/YXunmg31s2M1QhZ1ycEkkOiv6pa869v6Qmq+sHnGHiTTH2puAEsG0bxCCSSCzNrDhKAtIhubmxga985SvY3BBbrh8fHePo4AjD0UhoIb5UYcP/BTFHb1Zx2NuJ7tBkiJtS8RTrzJWbZk+eYv4FLsPC+TwI3YGY/Jd1nP538vcizkb9WHX8sjyN22gMmwD+mWyMCeB/45z/n4SQHwD4J4SQPwDwHMDv3eIeME0L9WYTxMjvmLzEHYqQVhfa9ZlqnG42yOtAqukL9ak6eEGEiVaxO6xJKDpEFGjxPYynEwScw3BsgBoAkdApvZZh1WNEEY9arYb93V1MxiN40wmub25wcHCAx9dfFXcouSKMaUTGGwODAZrhAFx9RCIzRAlRj4FpOtfqtIb8uou3DTsum/ega9W3MUOWBgbO+RMA38z4/ALA31j2ukmxbFEANitgTgidkbijTVIuHHSGIS+RkyNB1f4Aihsh/RNFhrDwZvClK5NFTEEBSll7FKTPibj3ebfUHZOMcQSBj+l0Ct8PQAiBacq9EfWTtFsqVwyhFKZlotlsYmdnF1dXNxg9/QKnpyc4PX0F2xFZmNSgoFwGK9UjSQtDVFou0BeLOO40U21WybbUPTif7bYoIAQA13w4usyr1VhEknkPWazGWf6K2wDgvWc+VitVfPD449SE00kzqYcX+rA8QTjW1AQT0ayEeiWLpaoBFAONnBcfFyYH6AI1EcKmJs4hgMqTIBIgssAhan/Ev097tiONh3MGP/DRHwxxc3MDz5+iVqvBtuyZuyhziZEUDKAEVsnFo/ffQ73VRLPTxM9/8Qv8+Z/9P/jkk0/w+PFjtNc6sGwLpmULpYtxMB4In4VhyEK08XyTmMpfgEsQP173YQhvaUho1TkM8j3qV48lranjENnXDMj2I4T3pyAidTR1yG3DhUVlnplgGMYbiUrcuVi2qAydlrT9qFTe1JGL8B9mhLW0GyZWaArkchAWEy7j8ACiQjEzIiiMxUOx8bqXiWuzAN50gvF4DO4zuOVSbBWKu/SiDzkXDkzDMsEC4ZisVivY2dnFcDDEX/zrv8Bnn36GWrWGUqkEgjIoKAyTRv4FCpBEYdpwu7wFiEWppDF9B+l5iRdJ5/A8wM9rV6iFZY2t1wMIRUWFNxfVHO41MBBC4Lou1tprhY4XWoUCiZzJkbQFEZ8IhYZobIDp00k5fIoPjmTik948pfdkrVx6XQR17sz7ACAM8KdTTIYjcD9A2XZgGmbo/Ip0kIyTQUEtA4Qw8CCAaZpoNhvY3dtDyS3h7PQUT588Qa1awdaDLVAQGIYbZk+K2g36vgt5YL18PYXkd3MrLiW0wVRNiRkSgXHym+SbSfMcXrf8yhVqoaaJWq2Jeq0h8o4SJBm1KWh0QuSEVB+HISzO5YoimA0hR1h63ZeXLKfhssGeNMNRFVdJfhFIBqfumpgnnHF4Yw/j4RiBz1B2XFimAZOQkJgEIO1v4AQcDIyL2KPgN1CUSiWsdTp49PARnj15iqOXL9GoVuFaDizTRKnsAqCAgbAytcpmicrnIXoXBVfb5GTXASALHIpeZ1US1yT0vSNmZ7/eJ7nXwOBYFtqdDlxXFAhRrFsAAIEoCitdfkoD53kITQhYoBx6CwcOAMS1jWiyptfZrBh1FEoiYZpyqo0ZnIfwypl8e/WzyCDjCHwf0+kE08kY4AwlpwSTUBBQEB5E984yxzgHC6tGU1AToMRBo9nEh+9/gOl4jOOjY7x88VKUhHNdlGtVGKZMkwYLwQGIOA3i2eIrrMLyopLanbpoIRagmIa4hEQOQKVBiPgOpZA+oYjtmaqb8WYUi5jca2Aol6v48KOvolyuRB8qe5tHShvRogdhtSAj7dDKpDdzXqgmgCrSEkroJJRaSM7LTKlxCYeYTmuOO8Z0KmwGxXfB0vPMDzAcDnFzdQ1v6qFeb6BWqwkqNGexCELIlJTnUojkKBr2KQFnFAYFTMvEB48/QK1Rw89//jN89uln+P6//T5OL87w12v/PsqVKmzHFmulBG7h6M2ekuLV8swZu1AeQo42EAMMSoDgLsKmNPV3nLQmPo98glEF72gbP/W8XLJc5zsaVyn3ulCL5djorHVEzcHYYJUOLXUgmzG5tZoLEcFIEk3klZYhgXAOZOVdzBPVzFlDPNxGLsyyFO01DBr+WzShjIHD96YYT8cIWADXdWA78+tnzmunz3y45RLa6x3s7O3jwc42AgIcHB3h4uIS/tSXflla2H4vQgpaRmLGXiLDdZX2vw4Cs66ryGoh/yJzM1yS+kxlTS6aj7GI3FuNgRACx3LQbq7BtC2pDcj/ssi5mFAipT2Xdg2GLsJYbEqGsEJUkaAR8aLkybNm/5IovoCjSzNS5alqMC0ADpLYNBlPwAIGx3bg2E74NSUkKvKaystMXCqxGtuOgzql2N7dxmDYx8Tz0Lvo4eTwFSqlKgxqwnIsmKYhK2Ik3goh0v9wxw46tWLn7VhN4+XYKI0GAYtFVIq9c73k3TwpskN2/rmr77N7DQylchn1ZgOmIZqpz49Ud+fY5xlXzrhXdO0oCzCtRSRQvL/0AAAgAElEQVQdSnnXywML3a9QlNTGGQeXxCzFacin4OZjGGcM3sTDeDyB7/uCkKRrDGoFBSD0CxnJUJyQvMkkJ7VpmGg2mtjd28NoNMZ0PMWzF8/hlFwQStBsNEAJgWkKXknI+yAiLGuQZCUoEjZrdsHYW4g2aTOL2Kpw6kJRJhICTGQeZC8C6vqUMgRB2uckzombqXp2ZfL4Vcq9BQbLstBqteG4bnwSJVZP8ZE+aBiSlZqSonuxxWRS0YBk8DJPEhvFhPfNkzjI0IKetYjLH00asddhNrhBSzNPtYDLvSqnEzGRTROO7YQ1EwFh+wqfTdwIDmnRsesJZ6Ko2yiezXUdrHU6mOyNMR5N8OTLp3BdG5VKCaWSC8s2ZV9rtSc4B0gUExHdpFRr2VsUGhvy9dnZRSRrYgoA11mL+aCQd53onLSL9HWEPe8xMDhor63Dtl3ow5Jj1tRlWbgRk6h0vFqJVuCbnhGK4nLFjRxK0MKjPHm4PIZqdSGT10YsqqE3Itc0YSIiMZkKbcEwKCzLguVEiWkcTFXMRMjToBQI5q+WIjuTAzBRrlSwtrGO4XCMT3/5GQ5eHqBWq6JaKcOyDJhGGcRQmYNRHwlNSO8D9dzqmWaFNN88WCSjTUDajNC1iHnXis5ZZSuLy70Fhmq1gsePvya2SZuxb2AyWjCLTRdHWlnujEVIsvw+AsnzRHsZEyshIereQtNI7nCswivR1mo8tqKoOoaRJCIbgEwjz9ekhsMRbm5uMB6PUSqV0Kg3YNtuRDiiVNJE4iFeaOq0VhwahFCYMkoRpTQzOLaN9bV1VEtVdC+6+NnPfoof/ODf4OL8DL/xjW/g8eMPRQFak4ISA6qilmFaCGSZ+dgzpN5jRu2FOaSoUGREi3G2Mq+76uMg4KGDGIj7JKK8Fxb+rWsUIucnikpoDUaWtqCSo+4ySnE/gYEQWI6DtfU1OI4dJj4BEBEIeVgqhDjzkvFBPFNWRHxJq4tAnr4jgMKI7YCsn8d5pNmkxgON72OQTEEGIDgME5E8ZZomHNeFadLwfMimEXlDxZ0IwbJI9pN8Zss0QCoEe3vbGPRv8OTJExyfnKBWq+Lhw32hsVArBmREGjCMFgsfR1IQFMLDExGtOZIcX7MmI+c801egxqnvR+cahhEeZxjpsZIlr5M5eS+BgQBwHRetZgeWacUXCUpAmMqFZzFknufln/VSU5GMgmhc1Cuhg8KsdgoCTLzUmThf1yaKVRxiWqjWD3xMPU/UebQqcFwbhqG9fg0UwpYqk4Lz+exQbSdtsdmtgfW1dYwejtAf9HF0dISDw0NcX1+Jna0ohWmYYXIcZ1GGiP7senz/LiQqhwZpzqQ3FMoqnZdsn95GvZS8yGoN5F4eUzAWgFIDruuKWpsGDUFiEblrreFeAoNpWqg3GiiVywChC3mlxYu9/TZ2q+juLISfH41QEyN5rjpRbBcfz93n8ro56cVgYD7DdDqB53kwTBOu68I05etnXHC1FBAk75x4jixyUsz9K8uy1Rt1PNjaxNX1NUZDkdV5dHQEg5owjDYMxwShBgC1SW5Ol9yR6BonIVEx3OS2e3qSmjg28hWo74WKLxYqz/PgeaJKli/ZpqPRCBcXXQSBj3K5gk6ng06nHSfvLSH6IrGK4rJK7iUwWJaFTlvtbJ0vyjaLJsZsyUq9vbUUfAHKD1Do2NheCHpx9vwMzqw+oIAs6wZMfR+TqSeqP1sWHNsV9R4hJrXAXh76GUSoMqdcHMlnLsrTAQClkoNOu4O9vSEG/T6eP3+OZ0+fw3VLKJXFnpgWtUGIEYO017HdfFIUSEQTXWkSARQpjnOlPQThOZ7nxUBCgcDl5RVGoxGGwwEGMtX97OwMnHOsr6/j/fffR7lcQqlUWqq9d53WfS+BwbYdtDtrgvGItAonSEgEPMx90L24cxAiZ1Wcf5oiUCwOLIuAQvpkFTzkiNK7CxJnVMEZDrGK+T6oacIplWA6Vv6qwrkoQIKI5b+IKJ5GEHA4JRsbmxsYjkYYTUQ+Ra1WQ7VSFfyUMoUtNxLSN9xZ1LexCglkBCYIourgylHIufiesQCMCfNgOvVwfX2N6XSCIBAa2WAwRL/fx+npKYZD8ftwOMBoNMLV1TXK5RIcx4bv+/I6qwHAVZsU9xIYKtUKHj/+KqrVWu7gjbYoTzj4Zlx3mahDqlxYRl2VuZIY27OqM2UDG0PMxODZxVsyb00JAgZcXV/h+voapmWh2WrCdUrSxyCA0tBruQHC8ajdPU/iK7tIkmJBAMNQE8xEq9VCyS1hrbOB733ve/irn/4MZ+cX+ORrX8f+/j7qjRpKlWjlZJqNTgjN3p5eEdFYxFjUV3xxbn4fxc2IyGnr+z6CIIDvB1IjmGI0GqHX62IwGEktYIjr6yv0+wNcX19hOvVCzcJxbNi2g1qthlqthlaricFggFevjgEwPHz4EJ988jW8994jNJt1GAZJ9HCMtKP1g/JPvR4n5b0DBlWDob22Bsuav/NUVojuVt0yD8Gp0jjSobXcSyZ8JFG9f6X+Z7Q4LE0UztTou4TWU2S1GI8nmEwnMAwDjuMIB2AWCMlnWsTXFzngCKi0PziH3BVbXMiyHDSbTezv72M4HOPo6BiWZcN2BQOzXCmFWhUPIj+GkfMymeJXyHwVw1D346HzT/Vtks6s2ut5Xrj6+74Pz/MwHo/Dn4PBMFz1Ly7Ow789bxoCkOu6qFarKJVKqFarcF0HpVIJm5sPUCqVMJ1OcHR0iMHgBuVyGQ8fPsTm5ibK5ZIsqwckPDQ5fRztEXGXe1YquXfAoGow1GqNyDm2hBBJJ+VahaMobXvGSpL3uZ4VWagFXC7wORqPjN8zRkARef11e1U5FKNoQR4VenaUggDwvCm8qReGKtW2dMuI8jGoMm3xtlAR7uRB1E9ckKBKJQe7Ozu4urzCk6fPcHz8Cq1WC41aA/VGFaZtCiYloQAPwuIuYEJrUE5QVQ8CYGFkRbiPJJjIjFFhGkT9EgQBGAtCk6DfH8DzpphMphiNBhgOI9+AMAGGmEwmIWNURFsoajVRqcp1XXQ6a6hWK6hWK3AcF6ZpwbIs1Go1MBbg9PQUk8kUQRBgf38fe3t7aDabGjgnx0ccxKJ+JTFwyDpmlXLvgCFVg2EJiVRPudmM7rlVCVgzVfH06p717cwr8OQvecfIjWK02o5qhROkGakqx5Kgi8fWVXunnlB3LVs4vPQEqkUlz/EYsRVlZIgDKg5KCIVl2+isrWH/0SOMRhO8Oj3Dy5eHqNVqWHvQhgs3czHgXIADDEEWMwhFAAYKQ0thDkK7PTpP/C6iAx6m06mc5B5ubm5wfn6G6dTDaCTIX0o7UNEExgJYli0K0qx1UKlUUa1WhY+kWoFl2ahWK2HokVIDhiGK63qeh8vLHo6PT/Dq1Ql838fOzg7a7TZKpVIOKOSLHnmYd94qqmDfO2CwLDF4Mne2LiChLZaq+BwJB+J1EVKbksSvuUwYqCjXQL++7mjOCkGJ60aAUnSxYL4PbyrClGqlowYFzbHfl5G4WaKonBp7U/6sN+rY2dnGYDDAYDRAr9fF82fP8NHj92FQKjfVFdpB0u8oMjAjzUk4AhX3g4chwkCjcU+nE1xeXmE4HKDf76PfH2A4HODm5gZXV9cIAnG8Mj8cx4brCtOgUimjXK6gXC5jfX097DvXdWDbTggCIn1aaCmKpXt1dYmzszMcHx/j5uYG9XoNGxsbKJfLsCzrVtpwcuILroTMa9H2k/iVSru2HFtseW85S/PEI4Uhyp/O7CQVYYgtwPGYtTgXUHTmVEr2DMl1nM5b4ROOMTH4OQiJsjrzLqGXDgcAMB7azwY1Qm3BkAM4xVGgQBEWx3wAic9qlXTluDYarQa2d7Zwfd3Dk/EzHJy8xNn5KWzHgu2Y4NwEwBNtY+CMIoDom8D3ZTsjkOj1eqGPYDKZSj9BHycnrzAajcJ/ykfgOA4sy0K5XEGpVEK5XEar1YLj2CiVyiiXy3BdF45jo1KpwjTNEAQUILCYpkfCtlxcdHFy8gpXVz24rovd3V00m03R/44AFZ0ItYwUGUfLyr0Dhmqlho8+EhGJota8EuU/UNWVkzsTAZB2cXLyZ/DvNRJLlJgleI6CD89i8ycv7JTtXFQRDsVRSK/+8RWYA4yB0/Q9kl74SLVWplOAyWSKy6tLcM7RqDdQKpVksZeIRq24AwYBOA9yzQU9L0Jva1LrSvWDYcCiFJPpFNVKRXrla+isr+GLzz/D//uv/wJf/fir+OCDD9DutEPgEtEBJiMFvlT9B7i8FFGWQb+PweAG/b7gCyitQWcYVqsVlEpi1a9WKyiXK3AcG/V6HaVSGbZth5GNUqkkacpGpmM79VyUISJGCR5Dr9fDv/23/wa93iWazQY+/vgxHj7cl85JF4yxcIvAZSXZllU7JO8dMJQrFTSbTViWuYSaS7QfcVBQFgWhIsQ1D01VKFSfACLikZ2Eo4cP4yCRz7HgVFxHRS2oxBt9r0k1dhj43PoB+r0jn4rwuk/GYzDOYDt2GJGIMk2jn6KPScoFEweK5cg1XKZpB+CwLButVht7uxNMxiP88Ed/iS+//CKMRJVKJTAWYDAYYjwZi9V+OAr9AL1eD33pFxgOB2CMh6t9pVIOHYSVShVra2solUqhKaBUedM0YRg01AC4TEdP1lTQ2Y3J59HJT57nod8f4PT0FIPBELVaDTs7O9jYWJfJgPTWWgKAlNlwF3LvgKHVasMtlTI5B0UZcdlznkpwSA/qZHKT7v9PTWZ1/0T9SB1Asir3JCv0qEEl7FIiwYFI8zw5CJVWkBefFzQkNXh1jUgk9jBMJlNQQuHYQn2O2aiyeGpqgxZNwtYbBIzLsngaIWmecBYgAJWeffGZbTtot1vY2dnBT37yY7w6PYVl2fA8D5VqBd7UQ++yh9FwhOvra9zc3GAyncTa5DiRA/DBgy1Uq1WUywIYbNuCbTuho1CBACCiJOodGYYRZkX6vg/OAc6jduaJbraJXIgJLi8vcXx8AsMwsL39ADs724LHUYr28CiiKRTLhbm70OW9A4a1zjpsy4ZYtbSH5qzQOqWfk7cBiUi31slRJBbGpISKc5nGi5jzMjMBIrx6UvQJGIGDciwuUhIs3oboZ+RiYKGX3XHsMHFHD/8BiXBsxqPGKgupX4xFElHlcxoGCAwJRhyuW8L6+ho2NjZwdHSEly9f4vLyEo7jgHGG0Wgkyt5LE0GFAtc67VAjqNVqcF031BIcTSsyTQO2FoGJQpo0dDoGgTBX9PwIQbWfX7tRAK8gRAl/xjGOjo7QarWwtbUlzZdqqIksuzPUPFnE2V1E7h0wtNfWQyp0TKTXL7U6yUxLMdDj6JlV2y/cxowqzp/2nbqPPI5Rlqs1K6pwVvYfS2gVSbZQ/vujclKzBDiw2GQXXmjdnEhCkNB5CAAeMHieB0IJbFsUgKXUyK17OF+SZpIWHpyBEoLCrmknst8sy0alWsNXvvIVMBbg1ekpLi4uQA0K13FRrpRRLpVQKpXhuA6qMmTYWeug5LiSYuyGfWGaptSIosrMImKQ5RshIedBfafyb9S+qHo+Tp4EgY9+X2SQPnv2HNfXV3j8+DHW1jZQq1XFjuKpNOzlowZZWsKvNiWaEHz04ccoVSpyA9T4rKQxJqD6UGgSetVfXbI7jBZOXcj1c7D4TpV6EY5ZkpXWOy+/I2LwRc+jn5GuEwh5LBCwAKPRCADQbDZRrVThODaorDQ9r0x9vO0yApDo00LmHYuKz6jfDQIQEzCMMr7xzW/g0aNH6A/6YAETFaZsC1VZft62bBliFZPVSvAA8rQswWz0Y58l/TPxOhYRSAh3AAvvo/IkVJo05ww3Nzc4PT3Fl19+iSdPnmAymeLhw4f4+te/jlqtEnNiKpOjiBQbx4tdYxG5V8BAADRaHdhWPKlGCaNppxgIjbPLV5V6mmuGZKjUWDQZZtHUJJU8pamMNL4ChVeWmgSlROwcBcH444zDsqww3TpkESqgKdhXy4DCLOFMmC5lSfppNpugBoVBjdAnIOo3kFhEKVlCX2lZqfZqeSl5GwQnj08eo1LXxX2N2LFXV9c4OjrC8fExfN/H+vo6dnZ24bquBAXI+ycXgwUjbskwdMHjl50D9woYTNNCpVIWXuIVEG9uo17NsgIzgpuFqz4DevhTnj3TPlT8BbWLEY+99Ghno+h5lU/EkMcpU0KQc0Q5N7VdXFFAyGrXIpWWsndbikKlhmnClY5BZRYmBzWhJGX+6RTypFBKYhPZMNLtiCTfXFDnJEsMKsrz8fEJ+v0B6vUGdnZ2sLX1AK5ry3Bw+nqq/H+xyFh6sXsdG8/cK2CwLAu2VoNBmQeMs7mMhqSjMdPseE0ySyXPqw6sXnh64AonqU5uUp+q8wyDxP0OMsmKcQ5v6mEyHcOUrEd7Rrp15C/JbruuLejNzDKP5gmXzDJ1L4Ma4CRud2dFoUKTEfGQcn64uKhEdReBYmbVaDTCixcvcHr6CqZpYmvrAfb29tBudyCKBSXBsDgIx/phQW1hFXKvgMG2HVhOgsOvRmCWGaFJ3JnGpLecZXx3tzJvQM3ybuugEA3uJJFFCz0krpvUWoIgECzA8QSOcjwSOn+lUrTaAt7z4jU34xEmDWKEOZGlDcxyZsYmTtxXkjYFlmhj7B4RgUnPzLy8vMLBwUt4nofNzQfY3d3D5uYmKpWyPF+1ZzFnYd4YeV3aAlBgSSWE/BEh5JQQ8lPtszYh5F8RQj6XP1vyc0II+Z8JIV8QQn5CCPnNRRpj2xYcyxaqpPwsoQcUvJLIA1D/7r8oWq/yVeTbwsnVMBoo4mcQMAS+CJ/5gY/xWJCDLMuCrXnriwihNPaPJlZzQokIPxKV2FWUK662Csz+Wt+eT90LKA7w0VaENPw7Kdkl+CM1P6p/EP0uQpsM47FgNx4dHWA0GqHdbmN/fz8kUlmWikLQW/MMVARD/XtdUkRj+IcA/gGAP9E++0MAf8o5//uEkD+Uf/89AP8xgA/lv98G8L/In3OFEIJavY5ypSo/eBsm9OKS+XI5E6XTEZFtRHiSyyQfXxb0iA9UQPSb7wchV2EyHmMyGWPY76PXu8TLly/x7NlTrK2vo9FoilDeDNVrFmYQQrKhOcZnmAcO8WQrATY8ZgrOo1fPkjyNrcieDjoYKACOWI/C1Oj3hzg8PMCTJ0/x8uVLfPWrX8OHH36AnZ1dlMvlMDnKyCgksagjUB8rOu19FYVY5slcYOCc/zkh5FHi498F8Nfk7/8IwJ9BAMPvAvgTLp7i+4SQJiFki3N+PO8+qg7DbbLOVimZq5MkWbGMJKMiu0tx5SvJGbyKLAPoPgfAoARBwMLYt2GQkPBDCIXnTTEcDjEYDHF2dorrqytcX17h5uYGvV4Pl5dX+Mp774VEG4MauWaZcMAnbGNKQ7Mia1AutpLFr63P/WSfBzNqXN6VZEUkBPj6mE6nIbPx6OgI0+kE29vbaLc7YcKVOuc2skrNYNlrLTsLN7XJfgJgU/6+A+CldtyB/GwuMDiWhU6nk0lUAt6UGzEhRIYNidx3UU+i4iJxi2oDP7a+qvi49rsulAK+L8KYquZgVHiUxQqMBIHgJozHk7DO4NXVJXq9Hl6+PMB0OgGCKBFqY2MD+/v7qNVqQmMA1N4rGRJP6CKEhKCQHwq+/UDW33lIGc9Br7tfL7V7SRLUdDoJq1y/ePEC19dXaLVa2NjYQK1Wg2mauaSlON8ifyTPYkQmw493bVbcennmnHOiSuouIISQ7wD4jvrbsmysra2nBut98xFwAqjt47gstMoRVRVWheWIIlGFSReYOX+SY0KpsCwIMPXGAADf92QSkUjUuZZ1HPv9PkajIfr9IXzfR6VUQr3eQLVaQa1WQ6PZxN7uHqrVitDIFAkqc3BpiVoznF0x7sQKx2hsEhUkXN2lKFKS8iu8fPkCZ2dnKJVK2N7eRqNRh+sKh3kQBKEpKN5nwkM2x9+g9oooYiqsggA1S5YFhlfKRCCEbAE4lZ8fAtjTjtuVn6WEc/5dAN8FAEIItxwH7c76jJXsvkjiBcgJz2UhVKpsQMnIFBslMRigkgosKjPlOhflSs+50BA8b4Kr3gWG0ol4fX2FXu8SL168EHkEsjiIaZqolsvY3NpCQxYirVUraDSaYWFSRRSa+XRaYlRe6rW4hH6d5bn/ycm/aHEbJfPDi4u3UUUhRATiEkdHRzg7OwOlBFtbW9jb20e5LMA2vSVd+n6LZkUuq11kyaJ+iWWB4V8A+H0Af1/+/Ofa53+XEPKPIZyOV0X8C4A0JdbWxR+c5drhb1aYzCrUPsoYx6HzDEySFsVOUKahJ1pFCTsAQeAzBLI82Wg0wXg8xnQ6Rr9/jefPn+Lq6josNDIcDjAej1EuV9BqtdFqtdCUALD5YBMl1xXhScl0VIlT4VPMIFMhTChLA4A6T8yB1ZoPq5ZsIFAOxdnnJid5EDAcHR3h8PAAnudhY2MDe3u7WMsoWKy/21X4CJM5Fkp00Chigiwqc4GBEPK/Qzga1wghBwD+ewhA+CeEkD8A8BzA78nDvwfgPwHwBYAhgP+ySCMIIWi02njv/Q+iioYpwtLig4hxlplDcRu1K2wF53LXRA7CxfUt0wQgNAUecEnMklmMyoHIAni+j9EoqkoszIMbHB+/Cn0FouiID8+bhHUGG7Uadnd30GiIassiNGaFdQUMaoiSeFppM/Xcvh85NfO0BkpIWFcxKatWVXVmY3RtFpoltwWN+G5R2aHU6DlpyCrVWaS+72M47OP4+BV++MMfwjAoPv74Yzx69BVsbGygWq2Gmp9KuIpfN1uCIJjJZ1GSTKvOAoAi2ocyURaRIlGJv5Pz1d/IOJYD+K8XagFEwzutNly3lMp9uI3og0t3DMVeCs/fQEYPoUXXYtp/ES6clBBNmxCeBkpouPdjMPXhBx6mUx+j0QiDQR9XV9e4urpE96KLy6tLvDp5BT8QlX1UEdIHmxvY299Hs9mQtQZEGbJmsyGyJGm0/bphUFFWXQJiFntutuSDgqoKDSABLHOSxjIcEKFGlXDWrdJXkbjjnO9F8VpKo5yXIJhiPBb1FV68eAHOGR482MHOzi7W1jpaKrUq1KI3Pv9+ebU8Uy0OE7fYzInNtGjRrGsuyqe4F7FBSinaa+uxvPlViL4iMc5gECMdIyfZezQwLvdTlIkNzGAZvo9kQhFDoDz4stYiZwxTz8NoMMRw2MfNTR+vTl7h8upSVCYeDDEcjTCZjGEaJjqdNTSbDdTrddTrDTSbDWxvb0fJTzK5SK8yrCjRhBC5XIkICbRnparAaoGVf14iWnKy5y3ueTwElTlbhIW5iERt5fK1Kbo0oMe1kpOMUl17EdmPnudhOBQ7Sh0dHaDVamF7ezusryCqQhOo1O4g4JIaDgDL752a1d9FV/s88F+moMs9AQYDnbV1ycy7bZy8wP1UrQVkDHLFH5AMRGFOcxAese/EZ35YWwByUxNVy0/5Ci57PQxHIwz7fdxc3+Dy8gqXvR4ODoU/1rIsOI4tfAMb69jd20e9Xpflyath0ZFyuSJIT6KBmQEOnZyjVqzwGJk/UWh4aanVKipRBEyyZFbFraSJJ8q+rUpXjHpIgEOcD5GV6UgpDVOiVR7E2dkZDg8P0e8Psb//CJ1OO9w/gmpaT3zeLv8Md0lcWrkp8TqEGhRrnfQmtqoi87Ic8ZizJsHVj+6ReBlMaAhqwmueCe10H2zqhwViALHCjCdjjMdjjMcTDAZ9HBwcYjAQDMTBYIjpZAxv6sGyLDQadbTbLdTrzTCsuLn5ALasQ6B8B7GMPjVwSESnSmct5gwuIud8Vpw9fDYBhEwDh9hxmb6JeXkXyXOEgzPZ1kXi83lJWzpjUR8zRUJ7YjMaESocjUbodrt48eIAJydRglSz2QpBQd8ZO3I2Kpr366Mu35XcC2AwKEVnbR1WypQgEhziHa1s/1krjH6MvtICKoKY5uLLE3KNXRFKDEJgCQIf3kgAwuXVJa6urnF5eYV+v4+bmxu8Oj1B4DO5cYkoU15ZK2N3bw/1ej10Kqr9Dl3XgShHZsI0KXRbdRbVt6gImnV65eBqY575XbACiUBB73eeMaEzRSukkhRVvn1uCxKOaLHq68lRlzg8PMTR0RFGozEePNgMnY16kZb8687nfmSdpzQZNpdQdvdyL4DBdlzs7T9K7T4VlSqPd2iRgZsZjQDAAxYnGykaYEhMSt/b930Evgffn6B7forrq2tc9nroXV3i6vIK19dXOD+/kNuwlVGpVlCtVPHvfes3UW82ZC3CcqxSsbJN9ZWSZJgJiiyjl5CbVWwkmWSlH1u8QnF2Jmt2UReSeBdZDttsWarIi1IjixyaaOc8xx9jDJ999hm++OILHB4ewjRtPH78GO+//z7a7U5YQDYIWPj+Fmp6ApDmMSJfNxjoci+AwTRN2K6zgH9hfmm2WamrCOsXyIEu4/LK4chZgInnwZfblw2GQ7G3Yf8Gz599iYvzC/T7fXieF07Y7e1t1Bv1kFNQrVawvb0N23VhmCZMw4Qhw4pRW/TftTbGWwwJacoPCiC70tCbE70dScdb/uqZ/Y7mmCbAEhwXEQTXtRHGWPi7ojOPx2OcnJzg7OwMQcCwvb0u+QodmbwkEqmCQF/Js0sK5rYkwW7MAoRlwourlnsCDCLdOiZaGFHnI6xCOI+IRSHphTN4U7G/4Xg0Qrd7gX5/gN5lD1e9S/QHN+j3r3Hd6yKQpoFyFNYb9TAXoVoRm4rYjo2SdBouw3TRtQkRYzcgirWwsJ4jS+7hJp4EcQdYpA3dhcx2TObdN71yF/EjLfsUepWrLAmCIEyQOjo6wng8Rrvdwe7uHjY2NlGr1cI2iqI5s9qZzXoU7aCxn7PbXIzAdFdyT4DBjPkXYgNkCSrrLOEAAiYmGDUMUBAEUx/jyVjsZ87zOB0AACAASURBVNjr4fz8As+ePBVEo9EQge8jYD4I4WjW62g1m2i1mmi0WmjWGzIfoSEch7JoqUENELk/JBIDc5mVXjjWpHNrhp0NxHFIbWZzVzJ/b4ls52McK4vXGlhGvc6bVwqMptMp+n0Rmry8vESpVJGhyQ2ZeGan3lleFuYykhU+fdNyf4DByt7ENuudEpnDv0wUjUGrlMQ4IMNUg/4AJ8cnePr0KQ5evMDB8xfgnKNaraLeqKNaK6PWqOHhQ6EZ1GQZc8d1wl2NROVjsYUdMQwAwh7lKdPeKLRCxllw2rFz7Oyskvbq70ynGfitSWWZ/oKMmgQCFFLBVukYjddlAFZFm04785T4vo/BYICzszMcHBwAADY21mQUogFXvl91/uyq2vMHZNbqrxygOqkJWC1AvJU8BhHPjxyPOvIaRHmBtXBhQdbYPOEAWCC2iSMAAt/HaNDHZbeH0WiEVquFhw/38cEHH2B7dxvNZh31ZgNKXTdNI27zypJljFAIWJBmhD6nScRUFH/n2eBM+z3Ntch9JnVdAHqBe72aUVQiPTqWYV7yWo5HfYV+DlEIJqrzqf8EAINQ5C0IsyjGcWq0omoIn0Kv18OzZ8/w+eef4/LyEt/+9rexv/8QrVYLrlvSQCEKker05/i9JK8s4SPQ/RrJz/SIiBKdcLUKWQZg7gUwiBUjx1moBl4SaGdQmfOEyzi9mswi5Mxg2BbK1Qq2th6I3Y5ME5PxGNPpFGdn52KLM9cCNQhKlZIodGIwcFmDgUANFiMctFHbDKQfLSqCmh7kHILAGCVcKe1iEYejImbF75lTIEZSuJOLfrHoTzabMr+Z80E9IjvFcyciSnv++elFQ4GC+l60gXOO4XCE8/PzcPerWq2Gvb091OuNUINVNTFUmLJIeLiITyArIlEkN+J1yT0BhmzRV6N0OXlkzar5IjM3dWq0SU24tgPaasGkBpq1GkaDkWS99fHFF1/iqn+Ni+4WbEdskebYDgiRG9GCgTEVRozioPH3qse4k9EIFn7Fw2PU9zQEhyLAT4ROvhKvQjQppYqbID6pz5cvQZ8tkZkVptQt7HiMF9ZVfWeGG9D4foDLyx6Ojo5wenoKQgg2NzdRr9c18yHaD1S1S1x7Vu8unw69ak3hNnKvgQFQK08igYlLum2wxPDXEZ/xkNtIDArbdtBotlApleH9pkivPTw8xNn5KQ4OX6Lb66JUcsJyXvpmqYahTATdvlehu3g8HUh65Gn4VURczgaHYs+YrLe8GBFKF33SLwIAilKd0bRc0cE6zweT1Jh030uknrPY9/FzOIKAYzLx8OLFIZ49e4Hp1MPm5ia2trZgWQ4sSzBOFbDr9Od5ooeUw+cq2G9ZDM03BRT3HhiSxUMBgBImmcuLdlq0onPGQ5MiVF0NgMCESSkePXqEtbU1PHjwAM9ePMXh0SGurnr44Q9/iFevXmF3dw9bWw/CnYzL5Yq4bug7yG+FbvdGE1atagYYC5BUubNt2gQdWj5PvDx7zjmaf2FeLy5bTiwJDsppPE9m5VjoO0vNvX/IphTAqjax9Twv3IB2OByhVqtjZ2cPnc4GXNeJ0dB1f8L8/TNkIv5SY3M5SbIl875fVN4CYEjG5edL4V2sePzKBGI/RRgkLO5ZKpVQb9TQ6bTw8vAlfvzjn+Dy8hIXF110uxdhxt329nboqBK7RSk/wvwBolaZaOLkT55ob0qeijKEHny1Uc+se6pnJsgsZJu14t+mpsUyE4UkHLex9i3AmhTcD+UADDAciihEr9cLS7RtbW2h2WzAMMzUtRUgLK113RFhSZ/0qw5x3htgiNlyap9CxmWd4CDT+51fcCTeSSqTMpj1cuQqSylAYQhnEwFc10atWcXO3jZ+Y/wNfPzxV3F0dIRXr07w6aef4q9+8lcolUv4rd/6LVkDsCl2fLJsOG7Grt2IiDLR76oP8ptXSBIrms5BDFdhCSZM+QeQrd0YZD6FOE+WzcbMAnA91yU8rmCURoGoypr0fR9nZ+ch7blcruCjjz7Ee++9h1arFe6STRObKRe34CKfyH3gItxG7g0wKIkl1ugDII+kUkClTBZZSYlcUUQwjMhyBkTdQGQ5GoBpmXjvvffQbDawvr6OV69EGfHLyyv85V/+EMfHx9jZ2Q1NDMt2Qanq4jgDMTvvfra2UETyOAy6EEJBeeTLSM7jMAqSGW14vTZvuFhkfFZUhMMxwPX1dfjOrq+v8K1vfQs7O7vRfhth5INm9mMR7sksQHiTSVGLyr0DhjzJWyXmM+8KiLZKEBaFjYg0wA1qSEzxpcPRQrVaFezHRhNHR0f4xS9+Lqoxdbu4ubnB3t4+TLME13Hlbk1EqyAsHGLKcIg2NQGUnbrwIyBudKWITAn6tAxeZErU19HGtap/F9kdWx1z15MgMq+U5pmenOPxBOfnFzg6OkKv14NtO9jd3UO73Ybj2BooQLY5XbNB/6nLPLDQ8zKKnpN3r9cl9wYYlu2CJCDMY8qpyRgp8/JzqbLqgK/enSCtAJyTsEaCbVkol8uoVqtYW+uEhT26F11MJlN0uz1QaqHVaguGpG1LWjMBYwE4p2FClXJGGoaBRUzRGAlK1p5Un8yfuOmNctOiF4ZNRANitS5I5ucZLZ7TprxWLC+cM22jmGOcnp6Cc461tU5YjUkH68z7z2mA8g0taz0sAwCrK4CYLfcGGAobctDQe8E9DQ0qjIVw9pDohxoUhEnVWsXswQCfQ3k7RJ1F6a2WHutKpYogYDg4eImjoyNcXHTx5MlTmKaLnZ0dPHiwiVazhUqlAlMWYAEQpu8SGZIVRULnOx4z+yRxWnriZjlxBTgkhWdoBcnBq18pCQZJELnLsFt+n4gsSMYC3Nzc4OTkGEdHRxgOBaN1f38flUo5BOeo+Eq+/yL/XmqpyX53uvNxUX9NlmkSFrdVWuAdYMT9AYYMmRUmWxQUAIUDJNGRcdufU5JyRUQ4waEz6QihcBwbjmPj4cOHIpmq0cTh4QGOj0/x5ZdfoNfrods9x/b2LjY2NlCv19FqNSEIUAHE5BTbzolKznwRjCwsmfH1nJSLIpM4NmEK3f9unitfKABRYu/09BWeP3+OXq+HcllEITY2NjJLv4dmXsK0mB0eLRaGBRbTDvL8FRTqdirnh0asfO3j2wDGvQWGGOtRn7iqgIqst3j7lGxpn+of0ehzChMAB2OGVN3F6meacb57q+Wi2Wxhb28f4/EYNzd9/PjHP8Xh4SF+9rNf4Mc//ivUajU8eLCJb33rW2i3O6jXReYegFALSSbqhK0kdGaIjlIjnceoOdBSnAfJ0iQr8J6n7ptrD+W3PxP8b4EknIv6m+fnF/jBD36AXq+HBw+28Mknn2B3dwe1Wg227aQ4JZSyEBR0MEjujh2vsTlf8lf+ZSSKfgCKiyLboZHsbrP1570DhtySa/GjAJA4OIgTbnVPodFn3ZOENREiLz5DqINIvgIhRKboGjBNC1/72sdYW2vj4OAQR0fHuL6+xrNnz+E4Lra2tmIEKUoNOfCyB0sWuUY5EPNISnGPevzcyGmb3SfxoRef7PPAJOv7fLDIl9ulMot06pubG9zc3IhS/A82sb6+jkqlmtIWonqNec82z3eyuP9keX7D3edQ3Dtg0CW/9FdcgyAUYo+oW2oPcaNCM1O4AAGx74BIG+ZcD4ESzYlHhHPStrG5uY5Go4Z2uyUIUi8PcHZ2ji+++Azd7gV6vS62t3fCjVFLJRuUZj+zCJUlwYFKgpI8ZgZjcO6zJwYoy5n8XFSIyQWHRQCksCSyufKKvEYiogCK5ej7PhqNJur1BkqlUpgiH8/YFXtLKI0wdjW2XIr/2yz3GhiKSrjJywzTIpnnHzs/Y6CFNSOBkBSkxzQEOADpFYZBpd46jgXHseC6DqrVEtrtBk5Pz/CTn/wUp6cn6PV6ODs7w/7+PnZ3d7CzswXLMmEYeTqAuH7ynoRGxlaellUUMPJWaT2aI66XBoAkuKS1hOXCsEUr04qoD8C5qLKkh4cjf5We+hwHWv3ZV1k2L1lf4daOWK07lmVjzpNfCWBIyiwQKCrJV6cmhp7vl3q/nINLT78ADuHEcl0HhtGG47hoNJqYTCY4PDzA6ekpnj79HJe9M/R6Z7AtgqZkTlLDAEi64GjSiaj4ECBEtC1nacsu4y5/K+IxpyKcyxlLOS11AIjniuj3XFKTQca7mMHBUOBgGAZM00ClIio7q30/J5NpGC7WiUx5sgj1Ovv8+QvSqoSzbP/UMvIrCQxZMo8IldIW1N8hmUHOBionYNaAIaIMu1oZgoCFq5JtO7AsC5VKGYHvo9VqSWr1Ma6ubvD555+h7NjY3t5GZ30dtUoVjmODWjaI3GyGEioK1sprhqAhQUG0Pfv50oAx25POc8wFQmkKSNL7QyhtSnfW5d5qtmSFUzRQzkqqUuBgmibKZVGZeyJL9w2Hw9DxmCdUuv31fSxvI3qhFkpXsPvWApWygeUo6r82wACkVx5VDARa5eb4xjTJmHa0wmSrmvoAiKoPB0EQDgbTNLGzu4MHW1v4+te/juFwgG63i5OTV/jJj36EH//4J3BdG2vrG9jdEcft7uwIYLEtGFRER8yMatOzVos0YPBcDV2p1HkOw2gbP/HTmDFx9ftlgXIREyfPvImXvot/JjghgmPy0Ucf4uc//wUODw/kHqAVOI4Nw3DDdxrtQekju8p+zPuEOHdh9jPMMh2WyakQY6/4NnjjyQQXFxcL3eNeAMPriG9nDcq8+oKiPXlOwFnqZ3wVNqiBgAWx5BpF2TVNGm5R57ouarUaJsMBDg4P0ev1cPDyAL1eDxfdCzi2g0azgTIrwTBNUJW/ISMZswAhpDBHDyY/zz0lbGf62bMZjkWiB3mmcLJCV95qmrT/0xmQcUeirjW0Wi3UarVw/4/NzQfhXh+zIxGxO2i/B3LNIGGl7iLzWweB22SqzpK4z0R0qjed4vz8bKHr3AtgAG7vNHudMhscxCAhJD559C3SI949BSAmuGVZ+Pjjr6IpTYyT4xNcXV/h6ZMxqhXBf+h01lBv1OE6LoIgfX9CKAIWhLYmkZWqwvJrsQHIFw4hpvj+LFsLWEZURGV2opJYpefZ/VFtRgbDoKLEf72Oq6tL9Ho9XF5eotUSUYq4I3ne/dPt4VxsaZ/VlZTSlEaQ6djNYIquQtQ49aYeLi66C517b4AhT4qqn/Ocs4ttu1acyZZ9rhDBbARE+Axh3UBA7C6lzBHbtmAYNAxbrnXWsL6+joOXL3HR7eKzzz/D6ekptra2sLOzIzZAoS2hNUgnnyiFr7QSvUYDif0EZjgoC06KmLbAeLiBz10n/ST9FvnHRQxGSg3UajV0Om28evUK/X4f3W4X6+vrWF8XIUqBmYrklK/6L5x+vsQu06INy+3VmlWHhBAKz/Nwfn6+0LXuPTBkyaKrVFQeTks1TmQNpmTOe8m263WPfKwFQoMIE3UE8Kgt41QRkHJFFIcpV8potVpYX1vH8ckRfvpXP8PxybHwRbw6wfb2Nj755BNUK1XYji3i8owjQNysyK9XkQ+SRQflfdPksupaqP4ulUpotVqo1+s4PX2Fq6tL9Pt9BIGfCvfNIh2tAvhmpV6vOkqhtLCJN8HFxa8BMGRJPrGJiUQo+HFFgKr/SCeSSjQiFPNQIf5CkwARPzdP7U07kDgIDBjSrKhWqlhfX8P777+P/f2HOH11KqMYr3Dw8gBffvklth5sYWd3G+trG6g36rJAjCW0h8SgS9ue2XRozthccKCEpPaMmD1pigPNUitlwvdACIVhRJqD2kl8MBhiOBzi6OgI5XIFH3zwPgAach0MQ12n+Co/KxxZ5DpxB6qm6c3ayzKji7ieHKjJeDzGixcv8OTJk7lt0eVXBhiyRdU20GocEP2HUvUJoHaX4AE4SRdTTTqolN2enERLLyqZyUwiSWvrwZYwMdY6OD3dxMnJK7x4+QKj4Qi9Xg+bD87xYPMB1tfXsLa+DofQ1MRN+kTyyr6rcOSydR6zhKjne81FjaJqTAZc1wl9DTc3Nzg/P8d4PIZhmGGI9XVLXt/mOSmz/pZXkv9n4Z/iYIrpdILzswvc9PsLtW0uMBBC/gjA3wJwyjn/uvzsfwDwXwFQrs7/jnP+PfndfwvgDyBm3X/DOf+XC7XojQgHEERzkxMYEdFY/gygAERp6ItuFz+PTZeZDwGENN5SqYR6vYF2uwPP83B2dobDw0Ocnp7iZP0EOzs7+OY3bVSrZdi2K0yMMAs1TTbK5TxoTMY08C3qTdfCeZpfRbGUYnCVDA8XuHqWJEFNmRP1eh3NZgMnJ8e4urrEaDSSeSqWpEMHmee/LskDhBQYpDpGOrO18zkAMGDieTi/OEd/1cAA4B8C+AcA/iTx+f/EOf8fY80j5GsA/jaATwBsA/i/CSEfcZ7epE0Xzlfr4dYlv17yzBYhO1FF+CkClrVBjpoASzDPGA8JK3nRDkvWcXAd4YPw/SmOjlo4PBRhzaOjI9zc3KDVaoXJWQQANYT/Qi/gNK+bQ21IIzMBRVev+RJOPCBC1oxJmMV6zLuWAhw9lKk7IS3LllW3WqhUqri6usTNzU24N6UokfEa4uZS5pkNShbqYx1MAIACnu/honuBwWCwUPvmAgPn/M8JIY8KXu//b+/dYxzZ8vu+zymSRXY3m/0g2XPn0T0z9zV7766FtWDIgmUYAgIk0f6z8T+G/Ict20LWf0hIDDhA1vIfESAYcIJIgQIEAlaQAClRrAiQAy0MG4lsOAhiW/Jd7UO72rlz78zeO+9+sNnvB1msOvnjnFN16kUW2ewZ3lV/Bxyy63Hq1Kk6v/N7/74M/K6Usgd8IoR4CPwY8B+KnDyUOAQyFg5tYzQ9mRblj1J0GTt26krSLIbjsBJCJd3IIQqlkqMmKgKnpHwYNjbu0Ggss7KywrPnz3j+7Dnd7i4fffwRbtVlfl7VvHDQnAhG72DJtDlZmMzfeaJGeK8XzHxsiugElplSECeOElJcVPH2VU4Gc61arcbqapPV1VWOjo7Y3z+wksC6YdKWWcBUrDyCkLMcl2O4yEj8vBDiT4UQvymEWNHbbgJPrWOe6W0pCCG+IoT4hhDiG/v7kY3VZIe2P6CUKzLQSqok//6KxUOVXFTVHLQ/hmuwiYKTOC8Pgsg6kfw4pVJYONd8TG6HN9+8y+c//3neffddlpaW2drc4vTkNMH+O1Y1qfh1ZRAgg6CQ22xSWSkcZyoRlGH2rJh/B6nf5pgscSZrbE2eTXMN13VpNBq0Wi1qtRo7OzucnJyGPiHDTJV5MAVpk59JMEk+yVE4O1N6qNPT07HOm1T5+GvAL6Fmwi8Bvwz8vXEakFJ+DfgawOfe+8LQu5dBwgEFEIEMWQUVXJm1eknISF12EdjVptL7ojRhIRKxFVkvcEmniTNImgJTpkEZaNGihOOUQmtEr9/j4ccP8Twv9Oo0E8vUiUhyV2ZiJ8vQ2fvNKVkcwsjcDEP3RogsCuYMmzikW7J1H1Iqi4LZFq+9IcK2DEF9++238bw+3//+fRYW5pmbm6NWqzDuOjkql8IwP4as7VkJY4fpeIrg4cOHdLvdMIV+UUxE7qWUW1JKX6oZ8usocQHgObBuHXpLb7swUivF6F5iVu9XrUSKOIroMwrDkrcKk18yVNxFPhmlUima/H5ArVbDrbqp862/Ute8iGrHEIt87sHinpzs1R6SBDM5Eaw+OyKDw4iOsd+T5HFK11ChVqvRaCzR7/fY3e1yeHiI5w1yIzbzUMQcmeYqiyH5vk8CKSW7u7t4njf2uRMRBiHEdevPvw58T//+OvDTQoiqEOIu8A7wHwu3a00AkVhFk39DMSeb2IsiRPhJIm97dpvZLP8o2C91uI3Rq2pSrALwA0mg61kKR+D7AZ7Xp1ZzlS+DDgqKkrfYn/h9X1TpZhMEQyDUhxTVySpiY9KmRR/dlrAJQnyiJyd9qk8ZxEHoGJNq1WVxcZFyuczR0RGHhwecnZ0TeY0XHw/zfiU/eRinEnZRC9CwfZ1Oh16vN/KaSRQxV/4z4CeBlhDiGfDfAT8phPgi6i37FPj7uoN/JoT4PeD7wAD4uVEWiSRsR6VABqmkr4ETpAhC2rlJJVUxFglHVYvV96P8x23lWrJwq0DdWZZ3Y1YAj0F2rkbVg2RYcPygzOYKQQ2vZDAY0Pf6OE6ZUrmkrBEx8UTpN+1Lj2uWm0TxqPzIsonD0GuJ7PEyExyCUHE5rI0kG14qlahWaywvq2xOZ2dn7O8fcH7ew/cDncFbDOEeEu/elJyhxkHWc8sb006ng+d5Y3PNRawSfzNj828MOf6fAP9knE4IgQ72MXn3FOV2YkoopVF3cMKSczKQOR6P+sWB2KSLApnyg6CEcDRRSJ9nh1wXTeBhpxPIeqDC+n8cOHplMkRyMPDw+h5z83NUXRe3UqZkVktriIxqJm9VK5rPYWpp28DSCai/Y8rbAnJO3jG2HwPY96ycnRYW6nQ6qobl4eEBy8tLVCoVSiWhI1dHJbAZb7K96rJ1QRC8WlHiMhARBcXaRmyZ/UDV345Q5TZEjE00x+qJWIBDzhQfZIDti1BEvBg3a06S7ZzkIShiGjkieV4fz+tRq9ao1WqUymW93y5OK8OgK9PGqL6ZcbXFsMspUydCUatUcjLFrnFkbrualk3Elbu0o7mGZQC63S7b29ucnJzGUsdni4fRixUExXUIlx1gloXBYMDBwcHYikeYMZdotbqG/pzhdybF1llsVIboNGcBJt+CbTqMPAvzuAYp9ZXFcKKg2FhzTfOdp4EurkgaJzgp8H18Xb15/0DJyY2lhiIMTjqRhyPiCVSyZPls2KHJUVu6lVzvT2fIipofQ6Kul4VIP+FbxxdRZir4fhAm2y2Xy7z99tsMBgM+/fQTPv74IXNzc6yurlIu51elSvY1SQuS+R0hrjMYxdJnHZvl05Clq0ni5OSEo6OjiZTvM8MxRJ5/5jPaomA6bydcCY+XgHRAlkBqKi8d9XKHE8IJWwmkKuI6ylPS5l6svE/F7jHvHmyRqaCJQDjK6UkGkl7Po3d+jud5uhReNlEw/Z4UihvLV2SOgzyuerrV4qP3J0koSqUSS0sNVlZWmJ9f4Pz8nN3drjL1Bn5xa5LOuZD8GCQVicOUlFnb02Jnxl1mzJEgUKX5JlE8wgxxDMYXoUiG5/AYkVPBT49TZIF3Iv9aKZCCsKSbwKSCD8yRIxHyJI7AsXIDJleZQnoIYcq8O6BXwmE+DQY2Sz8YDDg/P2cwGOBWq5QSiscsP4BxYet+hEgoZDOfmR7RjJyMusUUcbho4tUkstaUqNJUFD8xPz/P7m6Hg4N9PM/TnpCjPA8jjilzrxCp31kcQ15MRGpRDN/f/Gsm0e/3J9IvwIwQBvv+i2R4NscYk1x8sO1CrWYkzVtN+C1DQ4W2eqRIgiDHtA5CIKQ02RdyV79RJrXU8SLthjyMgzDmyIE/wPM8fD+gVq2FtTFNmxclCubmI/Y1+YySfzs4IiDwo5fb92XMzJiFaaZsh+S4S03UIsVxraasE0tLDXZ3O9o6ca6zeo/KqShzCe4wh6Q8kaAQQqKQEAlzIle9Xo9+v1+8fQuzI0oMQZaLNGRPuEAmVx6R/ZECqT+KKxaof8qzIBJpUMcBarj0J2PCZbGJRdacSSEcB38w0KZKDykDqlWXcqmkC/hePkIRTH/0ViDfk8/ogWx2fdrKOaO8NMQmph/RQ1MqlZmfX2B1dRXXrXJycszp6TG9Xj9MopOFIpxNER0AZIsP9r48OAgczDuLSiViPurCnJydTaR4VO3PAMZ9J0IiMUIHUdwBSU1yKQVqyEtExEHi+0bxZhMXQyQiK0r6+mL8mysIpV9Q9Rm9fo/BYBDGVDilstLsj3C2KYpRTdhE2yYS9ktfKilrQ/QcXr2WXkoVBGfS6pVKJa1wbLK01KDf9zg6Og71DHnKTNXGaI/aJHEYFVeRJ36Ek38IBESOgQgG3oC97nh5Hm3MjChh131IOjkZCAidZaT2/FObLDWgcBAle5Dth5d2WMqEEJo4qHPTXKVyoFKXcPRx41cQdYQVhyCLBTIZKKLgc35+zuHhEacnp1Rdl2qtpqME85VYkI6snISAGOVnvF/R3ybFfTSRFCFznFJKbLCT215UpIhPMFUASBH4+HEmx0W73eK9994jCCQfffSxLmF3ncXFUij+mPyRhtanigRbPiq2ZcKOd8giJFF8h5NqR6gL5d6bgZMRFXp6csqDBx9NHA4wExyDgkWdE74EoGXt0AvSEJC04iu9SkerfESFE+7M4bmmrYi9tX0jomadxEek2ywSKjwiB0MezLyRMsAPAnr9Pp7XVyXZnPS1s16Oy/VJiF87cnmORAxVjCeyGCRZ/3GRxZLbpunkfhNgVS6XqdVqLC0pXcPe3h5HR0f0+z0rmW8UPHeRsJukr0NykmcnaskgBDnPzH6m3mAwdi2JWFsTnzllhFZGE4UoI27BVsA52sRovm2o8Sou04UvSmIiGxFCn0GSuOQTjMS1Ct13oO+3+BunlI6Wc1Pfw/M8VJXtcm57o/z4c3qYu8cR6fiV2JnS6BF8BloXYj5Sx3kYYjBZ3+IYmzAjdexEjfn5BRqNpdBF+uzsLGa6jO7HH7kKZ6WNz++zGH78hEPi9Xtj15KwMROiRFGMqmQdOuyo1JhDZGPDeejVA2IrGqiXbHiyjLiokkXFA5yQK8hCUpkcU6yqRlPnKHdmbV6VEj8I6Pd79D0vquQcKtyi/g8zi9nfSU1+Elm5I/2M44R2Gw8Cn16vz/n5Of1+DyklrlulVqviulVdOOfV6BtKJSfGpSChVBK4WqRYXV3G8/p0u7scHb2hsztVqFTUU/J9M0b5fhhFiVum4jzIEU/G9BcJpOT0/Jzdz7qOASxlS27K8+H+Dfb+0OSbO54yjCNItRna3bWX34UZywAAIABJREFUpBXsYHv7RX2YkPUlza4Ji45IiOWciPVequQqfqCCp3q9PoHvh+nfsohUnnw76rhR77lKARfpfQwcoD8Y0O/3ODo6Ym+vy/7+IUHg02gs0Wg0WFpqUK3WcN0y5XJl+IUKIKoN4aS2JeHohJ0yCKiUyyzWF1hZXsYRsL+3z8H+Ac3VJvOa2DpOCWT2FC1sjh7CRRiikFJGjkETTM4Nb+BxcLA/dnIWGzNBGISlM8iTboQ5MIQOqApZcYtIkD2edjWowHIUUQ8jCpCyj7WvGUVjJluWmaz78FqSTiyNmfJhMMRBcy+W/sMmSn4QhJzC4cEhp6cnuNUqjSUVBGSnj49p1mWcu5Eyu99RH2EYL2texEBKAj/+HAZewM7ODk+ePOGTT37AixcvOD09A1SBnUZjiXa7xdraGs1mi42NDWVq1ZNwXC7C5njipe6HWK0QSKn4nUq5xMrKMhvr6zx/9pxPf/CIhbkaczWXsuNQrtaAAEeLanmruBGJspSNwwhxLuc2gjAkF4FASk6Ojvnw/n2Ojo6GnzwEM0EYgJAo2E4jsYFNjakAcqIrRyrzsl66yPsxPCrn3Ywr4mWMsIyLvJgNe9WLV5FCp2NT3MJ575xev48jBLVqLbOmRFY7qq0LaNKs9gLLohD26+yMZ8+e8vDhQ54/fwZAq9Vibm6O4+NjDg8P6HZ3efLkCWtr13AcwdLSMgsL85qLqIRKw9R1R+g1kogK/aSOxjEmJ9+n5lZprq6y29lVdS53O7TbLapulWrVjYmXRbiEIrERQyGJsb1FOZO+zvM4qXMTzBBhMFyzxbnHIKXSHdg7M6w5ens+y5btbzBM7BiGCxCE2PXjOSKS4pRZmbHiE6QM8P2Afq9Hv9dDCEGtVs3NM5E5waz2RyFzwiVeWiklMvA5Pzuj09nho48+Zmdnh2q1xo0bN7hx4wbVapX9/X22trbY2tpkf/+A4+MTKpUSb7xxnVarzfLyMvX6Aq41Ie3r2G7NeX0L+5hIqRcRCPXClUIlrlJENhpL1GpVjo6O2O3scnB4yOLiIkIshnoTShTwLBgPFyYiFvq9Pp3d3R8OwgCKDXWEkztAivu3WS3bNVQmDkwjS+kWiSiZwkfhvk8LeTUmsyZvEPj0+n16/T7CUS6+UWVtezJlXyu0oWcRy/A/7dwlTZWueF9Nv/zAx+t7HJ8cs7vT4fHjT9nZ2aFeX+D69evcvn2btbU1pJQ0m03a7TbXrl2j09mh09nlyZNn7O0d0GrtcO3aGq1Wm0ZjiWazGXIPJouz8ZhUeR7V/cZFiYgYZCtV1c0Zf1ZV/FfplBYXF1laXma321XZnQ4O6bXbmEzbo4wdwx3ush9ELlHIey1H4Pz8nB2doGVSzARhsB2cTBKWURaISMVoEK0EIpYANqsdGft1kek/KZX3tY08c1Lqe3cIQieiqHo1YWSl70dmQLdSoVqr6VRuAAGBo7wfpaVPia6RtlbEr68nm7QnncWNySgO1QRx7R/ss7W5xfNnT3n5cpNGo8GdO7e5ceMGq6urYTq1xUWPlZUV1tbWODw8ZGtrk/v3P+Ts7Ixnz57T7XZpNF7Qbre4d+9zLCzUqVZdXf+hHE4kO4zaFheKhTerIQmkpCTUOaVymcZSg1azyfb2NmenZyrt2+mZupbJr5nzwmR5MeZZg2yYepnDrWDF4A8GHB4ecHh4OLE7NMwIYbBhE4jRxCEPQeK3GWzDeiaVPHHXRmFlkhr/euMhyQlkWxRUXgm1aunJHkiVtclTYbWuW1Uh1wU7nv0Sg4lJlTggB+H+lNMUmnhLn7PTEzq7XV48f86TZ0/ZevkSgPfff49bt9ZZXV2lVlPBXcr8p3wHFhbmw7JxQgh2djrs7e2xt7fHzs4OL168wPcl7XZLF6VdYn5+PuQgbPfmKKtWUokHkJVAFqQfIDHZswWUHOoL9bAA7vHxMXt7qjCNH/i4woXxDAWFJrohCvazEUKoCOAxCUXf8+js7nJ+fn4h0WQmCIOxSkib9UOQtvTHzsrYlifzm5cl8mSzx1tds5R4+Uc9EHOt8QdfkC8yqP5k3YNR9KnamkHgc3xyyuGB0jw3lhrMLyxERzvO0GskLmhxFj7GFVfKQHlTlkqhTsN8K9dmwcHBIR988AFPnjyh2+0yPz/Pm2++ya1b63z+85+PTKiOsFb1MuWy6lutVmNxcZG1tTU8z+P8/FzXltzh2bPnfOc736Hf71GpuKysLHPjxg2uXXuDu3fvqIQ0pTIlHSNiF4zJ0zNFPiCRK7FvTIWBxK26rK2tcffOXQ4PD9nc2lQp599523jH6CFLr+55VodxfBvs4/O42UjnlN5+dHzM/fvf5+QCFgmYEcJgw0TeKUzCMUxKJeNESD0guAw9Q/KusipTJ52toj4qr0ffVzJ9r99HBlLneVS+ACLhWjs02U3eyxyGFStCFVWL0rqNnprAu7tdHj78mJOTUxqNBrdv3+bu3bs0m82U4hBsJaDVB0foiV0K07vX63WWlpYJAp/NzS2Ojo7odrucnZ3R7XaRUrKyskyjsaTrQtQQomK1aXMHab8GkeAsDKdackq41Sr1+gKLi4vaB2OP3vk5tblaaMUYFg2ZF1U6DDZRiJINRUbRosTF6yvFY+8C+gWYMcIQpTofNYhD9g09L01oRiykKJ1FfquTWjTynHCyUs+ZcTG1JB398nhen77O0ONWq1Qq2U5CQoihFojM+7MVn1asg+d5nJyc6nqZz3n+/AVnZ2e0Wk3u3LnL+votVlebzM/PR7qSZMr8xGNQbsEqe1OcQKikM91ul05nl52dnVDM6PeVnuKNN66xutpkZWWZZrOlFZKliWV1oWtPLC4usrq6ys7ODkdHRxwcHeLWqlRrtcxMTVko4sdgjrP9H8Lt5BjWh9xbv9dTiscLWCRgxggDYKWLH/fMyUyHamJfhCsQsUmctnZknZKM8ch/wWwTpiMgcJRtP5CSwcAPNc+1ag23Wk0pu5IvXTwZTEAgHUpZOoSMDMnn5z2Oj4/pdru8ePGCx48fs729xc2bN9nY2ODmzVssLy9RrdZ0opOICzOTPwvmGna26HK5RKk0z40b10NFZaezxvb2dljle3d3h+3tLdrtFtevX0cIJ+QeoGIRpMgjUtjupTnj7VYqLNTrNFdXqS/U2dvf4+hQFcAtVyo4+hk4mnMrIlIMIwpZx0oplWcmDI1HSbZ1cnrKwcEB3gUUjzCDhCHCuGKEABwkfi7XkC2XGeKQJ5MOu2ak7MraI8iZ9FqjH7WdLw8b/4bwSP1zMBjgeX18P6DiqtW1XCrrY7IL0kZtZO+3XYrVixwPUz86OmJ7e5unT5/y7NlTut0urlvl3r17rK1dY3FxUfWjXA7bsP0NxrPVK1O069aoVKphoNPysvKYlFKys7PD9vYm3W6HnZ0OjlOi2Vyl0ViiXq/juorjMJYMq+kwtV/qqkLVCq26VZaWl2m1muzt73F4cEhrra3GzxBny415HGIwCsZrclxuwet7dHe7nJ+dT3RdGzNMGMaF5hikRFrZoEdBucynPezi0ZV5sJxlrC1ZLGBMEai1504YsWm78MaJUVy/EF3TH6h0bsIR1Mo1K9fjcOeu+MSM8iWAr/QHUlK2mjDRhYPBgOfPn/HkyROePn3G4eEh9foCd+7c5ebNW6Ep0p6E47g1231L1u1Q6d5VurVaraodjhx2dnbY2npBt9vl6OiADz/8Pqurq7RabZrNFsvLDer1Rebn58NUbbYKa6jupeSoArjttlKs7ne5fnYDfzCAajXmwnxRE+OwvsQji4dfp9fvsbPboaeD1S6CmSQMxaIobXObvSM7x8Eodj01lUesuuq88OAwklKKuE+c6YcOzDM6bfsITQzUxAikTDAh6RoXgZScnJxycHhI4Ps0V1dZajRUsRRNGErWKm0XzEk6NZlsSyYqw5wfBIPQP6Hb7fLpp4/54IMPkDLgxo0b/MiP/AVu3rwVmvaSkzldEyIicLEIRw27KK19vp3+TZk6Kzod24ru31moIPzud7/L48ePuX//Po6jnJVarRZf+MIXdDboecrlChVNwOwEJ6Z7vu9TckrU63XK5TK3bq1zeHDIg48/wq1WAVhbWwsjWY2uYVpVptRY6axXYxDWQEpOjo/58MP7nJycXLgPM0kYxoV6lwITTM1F/Aps5LPkeXyok0kUkmeWMij/qIAmGSiHJYN+v0fv/Bw/CHDdqq6glDS55nTTFk2sbSEBCQb0eh7Hx2rCPX/+nIcPP0YIwc2b67z99lu88YaS/Wu1Wm75vSyrQNJTMatvSZu+ce4yq7MSTyqaQylRrSouQkrJ9vY2nU6HbrfLyclJOElUsFZTu1vXqVarWkFqWRKCQK0yjgABpXKJ+YU5VlureN/3ONg74Pj4mJWVFebm5iJifgGikOWNOyl6/T47O5PVqkxiRglDvv9CVhZp9S4aeX+qhQmsGAU7eErg5AmpFrJqX04K5Zegrh1ISd/zonBrtxKuZkHgh5PcTCi7P2kLSBDbJ6Xk/OyMg6MDtl5u8vTpU54/f87e3h737t3j7t07rK2tsbi4yNzcXOg7oNKTxZ2I7DEw29XkVtctleJFVZLn5o1d5A5NmJimXC6zsbFBu93m+PiYra0tnj17RqfT4ZNPPmFzc5N2u83169dZW1uj0WggpQytIKGVIVBOT1Irgaq1GkuNBgjYOzDZnVSyWGMFmpY4EWtjTBohpeTsXJlyL+IKbTAzhMER9kqvZN6iPgRmwmpCPyaKnGFbSiKN/rCnZ7PqMdPj2P1L90OVpPPwPGWSqrouVbcSFpqJfDAyWrAnqjJz6HN0YlnPo9PpsLX1ksePH/P06TP6/R6tVpN79+7RbrdD78NSyegSnIlMtqo/ZtVN+zeov0uhAtNOE2fcoYUQIXFYXFT6BFWXcoGlpSW2t7e5f/8+BwcHnGqN/fb2Nu12m7feeou5uTlc16VWq1GtVlPp1VzXZWFxkVqtxvHxMfv7+/R6vdAV3U7VPymcUHyziKDtzlMA3mBAt9vl+OT4wpwHzBBhUHAAP6YriO8bNq2mzy1kQz0xO59D8bP074QTS5Feh0Vstcba66sKxsYhqFyu6CzMwlp9E31IVp0OoqxVUps/T05PefLkMU+ePGVra5O+16fVavPOO2/zxhvXmJ9f0GKLSaGmdRMlUShz8tB7zBBD0GnmbYJhnOCCIIglUTWTtFKp0Gg0mJubo9lsUqlUePFCKSnN5H758iX9fp92W0VzNhoNfN/Hdd2wTcdxQp+GpaUlnjx5wu7uLsfHxzQaDZ0WrnohUcImROHvIPyvMLxej52dDv1+/4eRMKCJQlbGZbWtNEQmywuFFcKZwC9iOGy2Pgup7Vr/4CQeeKHHHwRQKumVUgVOHR0dcX5+Tr1eZ6FeDwOMwJ5UCd+EIB3S7QcqdPvs7IydnR0ePXrEt7/9TRYXF7m5fouNjQ1u3LjB8tIyi4uLKR8AY4ExK36p5MRyJIa3P4LVzivOY5SaWbUc7EllrmVcuM2ENY5Kg8FAxz7s0e122dnZ4Vvf+haDwYB6vR5GfL777rs0Gqr+p3HnrtVqvPPOO5yfn9PpdPjoo49wXZfr168zGAxCZWH2fU0Y7zPm3D4+PuHDD+9zfHw82fUSmD3CMARFHEmGnD2lXsR9F6ad/CQThtXU3EIgJec9VatyoV6n6roxbmHYuNhp+qUMODs94/jkmM2XSnT49PFjGo0G6+u3uH37DteuXWN5eTnyqhSxpVu1ycVGNz/CU8W32BYKg2HzzV7BzapvJvnc3BzLy8u0220cxwk9G7e3t9nb22MwGLC2tsbKygqLi4vU63Ucx2FhYYGVlZXQAnJ4eEiz2bzAXU8X/b7yeLxIDgYbM0YY0mnjkyiSz28yJCf0aP+FyIU7wijnomGw9RJZ20FPokCqBC2eh1tRikfjw69Mj2kxIpXoNlAp4vb293j+7BmPHj3i5ctNgsDni1/8ETY21mm129QX6lTcCiWnFCozM4OFiHMOw+IFRj23pMLSnB83iSYrd+ePuWnD5gCM30Wn02F7e5tut0u32+Wjjz5ie3ubVqtFq9Wi3W6HilZjwjw5OaHb7dJut1ldXR16L68K5+fndHe7P6yEYTxMS+svHFt0cUZnhkOGC2eRArRRy8VW1nRQleXO7Kji8oPBgMD3lZzrupRL5TCWIqNCTgxB4NP3PPq9Hj/4wQ/45AcqJ6NTKrF+6ybvvPsOrWZLuxbb/cgmCklEloZ01u1RSBMFY10RCdEkeZ5NQDKUeUT+AY6jvCGvXVPemsvLy2EMxkcffcTLly/Z3t5mZWWFa9euhabOSqWC67qhAnNtbY2bN29ORQF5URwcHXF0fDQ1f4qRdySEWAd+G7iGWhi+JqX8VSHEKvB/AHeAT4G/IaXcE+oJ/SrwJeAU+DtSym8W685oeWwcx6UiSJ8eZGyLEwuRw9VkcRDJtiGaOHnVoLJWWxNqK4OAgT9gMPAQwrDJbliSjlIptE6Ya0Z6TqljLAYc7O/T7Xb58P6H7O3vMTc3x40bN7hz9y6tZov5hXl1TiCnVupO9SEdgwHDxUTbqmNzDVk+AHEnqfS7Yec+mJubC5W3jUaD1dVVyuVyyEGY4jObm5u89dZbnJ2d0ev1ODw8DI+ZpmOT1cuxz+ju7tLrXdzj0aAIqRsA/1BK+U0hxCLwJ0KIPwT+DvBvpJT/VAjxVeCrwH8L/BTwjv78ZeDX9PdQxOMGsh1gsuTni3ILWQq5NCxiEQBIREAs0kv5WE3nocTvURINhdYx+AM8bxD6L9gWgmGiViCVCHJ8fMLm1haPHj1id7dDo9HgzTffZGNjI0yq4pi2HHBKAkeUhhZ6HSp4FaiMlURexGHeFW2imkdghVD1Kn3fDzkL48fgui71ep1KpaJTznXY3Nxkd3eXXZ34BGBvb4/9/X2klHQ6ndBkmSwxBxdQPI6JQEp2OhdL/prESMIgpXwJvNS/j4QQ94GbwJeBn9SH/Rbw/6AIw5eB35bqqfyREGJZCHFdt5MD45Js7O/pDErG+WYcTbc6xhnpYz5KBEj21AQ0CKLs1mbSqG3Rixm1bOI49F+Jl9boBrLg+76OgVDt9noeJ6en1KrK+cZ1q6qYaWbeARgEAQf7+3Q6u7x48YInT5+wtbmJlJK/8ld+gvX1W7Tbbebm5nBKQpe5i+7BH/hI56IqxuGInms8LV/ce1LtK5XSokQWsuJfbI4haeKs1Woh5xQEAWdnZxwcqDRp3/ve9+h0OiExOTs7Y2tri+PjYxxHxXJkKX9twpZUimZistw/fPjhh1OzSMCYOgYhxB3gLwJ/DFyzJvsmStQARTSeWqc909uGEIbiSGb7zQsXjp0j8zPe5CGPmCSnR6DdsdW1M7L6hP0abbHIUjpmEZAg8PF6Paq1WhhBmNlXKfG16LC59ZJPP3nMkyeP2dvbp1wus76xwVtvv8Xy0lLo+x8RZ91/LedfJlFI9jm6dt5R2d4/yYUjameIlUY/M1NX0jg1gfKmdF03tMpsbm6yubnJ9vY2g8Eg9H3IusYobiGXSGhXnnExjRwMNgoTBiFEHfh94B9IKQ8T8p0UooCPcLy9rwBfAXjjjRsjj08+cOMWm243z5V6PDKcd/xkzOFk4o7pg0SF4JrEsIPBAG8wYKFcplp1w1oSSR2H8c47OT3lwYOPefb0Kfv7BywuLrK+fou33nqLVrOJW61S1pGZMkgvWdPSL1w28iJkoxwZihsya0eM7RdCJXtNeD4KoRK3rK+vs7i4SLPZ5ObNm/T7fVzXxXVdHaOSrx8aq+8SKDmawSz23kgpp5KDwUYhwiBUzqzfB35HSvnP9eYtIyIIIa4D23r7c2DdOv2W3haDlPJrwNcA3nv/L8hX4bkoZcTOJ+Xx4o1EadSNfsLOVZl+MWw37wkuRwCO/tZEoe/1AUlJJ1eNs/6B9mIccHamIg9fvnzJo4ePGPgD2u1WqE9YW1tTpk5z7oTDr6QpkatjKfKCJx2YhodsF/OwzIs9CLeaZBzh1nhAlEBQ1hYeFZlZpl6vc+3aNV3wNgjDwYtEWGYdY7gFm9sUCK1qyy5GlITX96aSg8FGEauEAH4DuC+l/BVr19eBnwH+qf7+A2v7zwshfheldDwYrl+ASSdNdqq27KpOoTY8PE6xzJM6KJkHKUO7fToHRFYB2EmupTyAJX4wYOD38bwe5ZKg5lYolxxKjspz7WgPwYE/CDMtPXv+nKdPnhAEPjdu3ODNu29y89ZNWs2mcqV2HESpROD7+MGAkiOGsPA5cHTqOG0xyIqQVPdR3NQZxoVkmD5HIXP1NtJHYK4TQKDT8SeIg/kthHp3yvp+jDfk/Pw8QRDg+35IGCA+8c13UqQYJmJIKUcWssl6xzyvP5UcDDaKcAw/Afwt4LtCiG/rbb+AIgi/J4T4WeAx8Df0vn+JMlU+RJkr/+7oSwjr/5wj9MMbJrpl1SxUL6m9Cgz31Cuii0gSgWwLyugXuci1VB0DrXgNJIHv0+/1EcJRFaNNqjF0ufl+n5OzUzo7HR4/fcLjTx/T7e6yvrHB3Tt3WF9fZ2lpmbn5OSV+aDEkCONTpqtPKC7zx5XKo/QCWYtJrsnTimuR2CZTRRywE8fa9y5jp4ZWDfs6tkUC0lyBHc9xWej1+1PVL0Axq8T/R/6b8p9kHC+Bn5ukM3YR1cwJQlwhZXsK2vZxO1JPSuL5F7U1YZz4ibjnYSk1GJGCLo60n0KBa2VsEJTwUfKjiZMQQmiPvBpCqpdjMDjl4ccf8+iTT9na3uH0/Iz5uTnee/99fvzH/zL1hUXtxehEzmGBxEfilMuURRnfn56calsS4tvMb5G53d6fJiz5q2LIxWURo0Q+t9AvxCIOyT6Z68kE0Uo6NNl5H8PELX4QvV+a3ubpQELuQjVA3nTLE31Pjo85mqJFAmbG81GtVoEqcxJNKKva0Tj6AEMkgsBRxIH4UEdtjb8y5p2R9sxzYgFTRdnzmFIXSYDEJkWB7+P1VSKOii557wgROi09+PABT1+8QAKtVptbG+tsrG+w1FCVsPPGUQaSQCe7GZchLfpksoiCY4kf4yDLuSn52z5OiWOR7I6Mq/4z/VkmGQwNU808hFZNhc0JRazyqmYXRSAlp2dnU8nBYGNGCINa2ZGSwHB/RRRWOTJVXgVps+8ykM0yx7yiJmyYxErn0++rl6BULuGUHAaDAXt7ezx69Ignz54gnDLttTXefPNNbt++TbPVyk0tHyEubiW7EG7XSsaskc+OqoyPd9wBSMS+k+3Ez7PT06WdmAzLntweKfVUlm3feEWOIESOEATWtI0ITDECFluI7HBy80OaBUvgJKNg9f9FSIY38MI6G9PEzBCGcDgmVI3H3WZBVZZKypyWLDhjJri8uA9JADLSXHueShlfckog4fT4lMP9Qx4/fsyjhw+pVFxu3NxgfWOd9Y11ms0W1aobcyDKJ445hFZ/O8aJqqT6GWgCkTWRR6FootgkZyAscTO5P+88fTZKoTha42/eDWdIWH3WteL+CHE1YlaAnLCONX2MNCHWQZrlzdKNeT2Pnc7ODy9hEBdg2+LtmFJr5u9X45Z6EaRzImYTyEAG9L0+fc9DEnB0dMSTJ0/YPzjgxYsXnBwd8d7nv8DG7TusvfEGy8tLVNyK1fYEFodRfc+8nxw53xIfJrpWqMtJK5lLQwLHROhZa7VjRIr8ky70PmYRhbEv5ej/rEyHxp9OG1fpez06OzuTdzQHM0MYFKL8g+MiHVw1/UlwGci9V6MrJRJMZSDxdFTk8fEJz589QziCk+NTAt+n1Wrxzjtv02qvUW/EiUI8sGoyqExKQfh7+H2liUPkZZg+NyvnQnKfWTODIB5PkxkGPmIFNcRhmDt8ABMTiGIxOIlz8nYkXxEnIhC9vsfO7u74HRyB2SEM4UPWabWshz2O12L8hRifwAx1k4aUzHmpMIujEDofguT8VDktPX36lP29fa6/cY3bt+9w9/Ztbt64ydqN65TKFYTOn6D66sR+TwqVQaq4T0JeG+b8LM4ha1tMVyNVmrfBwFbsDpf/lRyf049k+byYiTPfdJqM5jRu1Y4JAsQJHb6GMSYXQQAcHh3y4MGDqbc9O4RBw67DcFliwKT6hUAGOgmKYym1Lg+BL5HSB1HSHo1qlXQcZaq8fu0a777zLm+99ZbK3LxQp1SqWBMlLaLkXOlSIiHyzHOKKIzTkualpbbUZFSAyjYhmwsX7288rmZ8ViEgwAn5/biH7LTh+z4HBwccXbCydRZmjjDYKLrKTTeT02gk6xxcyjW0sVJNBh/fV7kUTHLS9+7dY2Njg9sbt1UBlJoq5SYcQUZCiUJXHHnEBbmO+FgVHzdpJlogQbu14+sSbg6AVIV+4k6TIcbtbaCdX6arzps++v0+3W53KnUkkpgZwiAEqPqRxSf5KyUI5oW0YhImyUpU6FL2GIhIM14ulVWS1pu3KN8uc33tGisrK1RrNVV8xSkhcC79hVb3PlpnUcQMmURuNau8cwOptPqhJ5sNrbeAuH+MfUQeYR/mHjsmLoNbCIKAfr+vK39P1+sRZogwgJlzFxMf4uateGqx14FJGAqhY28FxjszIHCgWq2ysrJCuVymUi5TX1igVq1RcSuUnRIgJonYLd6vC47huNaIVGBVFsnL6pJM/XglhQUuBGGsJ2nkLT69Xo9OpzN15yaYEcIgmEDul5KgQC6G5D4hnHDlGEvBaXkyvgoiIyhRNt0TSrdBCdyVKssrq5gckMaZ3zcLp7BsW9Pu0xjPSEV4+pYrezFTZf5+iQgEUiivxZjT0ATUN+yPiPsqhJPQjG1W01NmycJ4jJzbyLo/x3E4OTnh/v3ppYy3MROEQSFP4SNSIrOMatfHjywQbWkHQKWJQZQfMdmWk9iWp1i7HFh9EehYD/u+IpbZ2Ldb9PpDAAARxklEQVSHthHD5Ye6Z+ljxk/kK8BRKfUcIUIPxovoeJwc4qCvpm8g2lboCU/4GsgwYiuOvPvzfZ+TkxOVh+GHlWOQRCJkEc7B5EAoEsacle4sU4lmx2VY55triIx9rxcm6kd9acMYQid1iUMMJRbikrQSeZxVcWuJQRB/Sbg8c/GwdkXmcXHz5rSRp+D2POUKbXJRThszQRgUzCqezGGQyNDsgL02xo9ND2DMBTURQ5GXuyGvvVwmN/HwLpd7mATjEIvpYxqTWK2o2rlKpp/7RQv9jCNWFhV7Q27JKvKTh3GdtDzPY3fKmaFtzAhhMC6rkiTLGy0SOg5iTG+R5AMvGmB1kViKyOsv0IaMWXTLjhOLYZ6HF8FUVnY1lJdT5SsDec9+kuvHc4GUsosKjaFbUG1Ker0eOzs7lyJGwMwQBoNhmh7DUZjfVrx7QZiVZdREtfcKHU1Y5FJmRZBhFqPs47KyPb1O2Ao/2/04COJOSeMgnRw17XQ1FsZYxS9CQIYtHNMKvBPCoSR0IJqUyv8io+lhd+F53qWZKmHmCEMWkiNmLAr5Z+QmchUCx04gO4STjmm9h+QzHI4oDb5NNC4HwZR1BWlRDcbnLOIVrC9o7iygU8o6rgiK6j3GKa+XBVUmIC0SJbI3EKAIhoyUb5F6PgjY39/nwYMHl2KRgM8EYZgikvlZSoxUGo16xVKBQjEFmf5OEZnZ5BaykJU/YVptj4UMOjXN0PlpxJKEptkRFcmG1SYNt6HyQWTFcvR9n/1ul9Pj00vTZ/35IgxE5uloQ/ZxKmW7SOZJKYyIBR//3MmRvcpfBuIFZrP3J6FEqGhMonc6y+M1keAFUq7el+H5evE6qCL2HWvbXjQS+7OSvCaVqoaAeP0+Ozu7nPfPf7gJw6s2ARb1WTH1HFSIrpp08fcmOfnTfhHJF/yyRAmBo0OiMywzE15zWKSjlMFEHIFNKKPfpsqY2S6IE4rs/g/TB8w6RgVWmXtLFzh26Pc9OruXp3iEGSEMYLNTlhtr5vtgVsUpa89H7DeJagNHZooLgEU08sWLy1M85k+QrAlsiIXKsVBsgifl8EkmpRVukrU3ecURbX32iEKeyFLkXsw5RvF4GcFTBjNDGCJYMm3uSmyOG484XC5nkvTChMtyTZ4GbCXieMVeIhSt65E4ImVgyM/4BMh4lubPIjHIgpQBguGBaEkxwiwq/Z7K2nRZFgmYScKQhTg3Eb2P2UKBE2Rsl6ZC9fArycSp9p+mRNxFYCuoUte+SNtTpEGGiyiinR+P+0lXkMojCnGkF4FpOSFNC3Y6/jwRQTgikxhk6RFMW+a8ML6HgM3tLT55/PjSvB7hM0MY4pBBMCTlQDq2AiQq/bTM5LhjDzK1mk1/3R/24uSJI3GYg8YLU8/CJKHRo7xHc87KaWs0UbCTrNuy9zDikFfIeNjxMDlByRMRL+JRmfWeBFLS2dnl/PzyFI8wI4RBRZcNFT6TR2eurvnKHAGORPpR5h+ITHE2FU+1kON8chHkrSr5c0yvzuF7pydKWPFIE7wpmAcjR6TJ28jO2zh5exA3AU5D6WjaCAsH21GVEyJJHJITvagfRtiGzA6i39nZulQxAmaEMPgDj72DPVzXZW5unrSeIdvJKYk8Vlz5DiizY+yIxKR3TOiihUDKS3HFLS42BKTvV6dRd6wbCMZTJBpkBZkpTD6Ts7iQIFDEIa8qdBEk/QOGcQ1h8FsGEYlCwaNQ+mlqLmQgKZWia4TbM2qZJjmVkdnKAqlK3l+iRQJmhDDs7e3xr/7FH9Bsr3H3zluqeGjVxa1UcN0qbtWlUqkSOs3nEIZcNjAxCe0UYEKa/YqrQCriENo+LsG8mMd2Ru948kVOHCjsbxlTjEyqSFTXuaQcm9rUGzdVjuFYZU0gQxzyzHkQrcQ2AUi1b7UDxKqGFcWwSZ913XEtEVkchnAEO53OpVokYGYIQ5ff+d9+k4pbpdVqsbraotlq02qt0W63abZa3LixTsWtUKmUcd0yrlulVquGbdgJWGw4wjgp6X1ZBT+ULEMQRInRpHO5zkLZL0X2xIxFb07I6b7K2IzsCVB8PONEQ+Z6o+fdk2MV1cnzQpRAPLZlvPwQsfYBEaSVymFbgow81ePDEMjdnd0/HxyD7w/Y2toE4NnTx6n9QggqFRfX1RyE61Kpulx/4watVpNms02r3abZWmO12WSt3Y6Oc6tUqxVq5fwSbaGGXa8bjhAQqKDkpC4g6ZOQh0kmogjFJvtcNals/UK8Q1xKrpXsuhDFLpS9eg47Pq7ziRHCDKIwKodiUvMfm6yBLoDsA8JRlgJ7f4HceClOAFL6nWQcRF6I+zBlZ9Y71Ds74cXmiz8fhGEUpJT0+z36/R6gg0aEYPPFS1y3QqVSpVp1qbgVqtUa67dv0261aTXbNNtt1tptWiurNBoNKpUKbkWJJ1W3ilOKs4Oxh5Ext0f5wY++l9F2/uhaIAOV/3ESvw2I9A7jrIR2nYaoBqSl6IyfkbPd3pe3Pw6bIEwjA3fyOU07KWuR9kZWoRpjAZEyoK8LDl12zo/PBGHIhJR4Xh/P6wMn4WYhBC+eP6PiuriVKpVqhZpbo74wz7v37inuotWm1WzRXG2yUF+gvrhI1SIWlMupJS70fNRy3jDiMCnbbusYIlZVXfciyFNKZlsPlLNH9qRMepzGiVWeqXMci0SKOBQ/dUibUcKUWQpim+Q96fdUicLLxmeXMORASsnZ2RlnZ2fhNlNN6PGTxzGRZG5ujqWlZe7d+xztttZnrDZZaizRWF6iUq1SdV0qlQqVipvyjxilfMrCaFPbsFhw81/aSjGKeBSNlwgCyZAykBnXjZ2dcYyjLRLZJQOljArIOBe1adrtBklOJ0LeSn95IfHjIxmmb0yrvX7v0hWP8ENIGLKgAnQkh4eH4TazKpXLFR48eEC1qghGtVpjcXGRe/c+R7Pdpt1q026vsbq6ytz8HPWFRdyqi1txqZTLCF0TchzqP9wiMaqtDEWajLZfenWsIJpo9kS2tyfOMEczdYeQ14zLqjA1DP1e/9J9GODPCWHIgpHRPK/P/n43tf9b3/pm+NtwHJVKhfriIq7WadRqNZaWVmi3m3zuc+8rBehqk8WlJWq1qiYiVdxKhXK5rNuxApG0mCADECIdQ6AQWMk6Is2Y4jxILdJ5suc4laaTvgb2qus4TkgE8olBGkEQ5HIEye3xexDW/9Yxsb3DMcwNPdleEcS4kMB+npdLJPq9Ps9fPLt0xSMUIAxCiHXgt4FrqPH7mpTyV4UQvwj8l4Cpwf0LUsp/qc/5R8DPorRm/5WU8v+6hL6/MhiOo9eL2DgzeZSYUeGDDz4ITaiNxhKtlkUsWi2Wl5ap1eaoaoJRrVao6OKz6how3LyQZyFwRsYbDCMK2dzLcMtLciIXJRDJ4wqJDlnGCWlW65BPsg+dDMZaMSVMI1YjKdp4nqo89SqSDRfhGAbAP5RSflMIsQj8iRDiD/W+/0lK+T/aBwsh3gd+Gvg8cAP410KId6UsYgj67MA8nH5fsXYnJ0oBKoRQlaIqFb71rW9p8aTK/PwCq6urtNpt3tMEY3W1yfzCgtZjVJlfmMetKF8NIaK4iUgB6YBIEAUzKcbOyTh++rLInBonHjYXMQ6GcRFDoYdCGndKk9g2lYVnesjzsCxlDHuhEghjWiMAev0+O53pl7zPwkjCIKV8CbzUv4+EEPeBm0NO+TLwu1LKHvCJEOIh8GPAf5hCf2ceUko8z8PzPE5PT4G4KFKtVvn3/+7fK9+KmlJ+tlotms029957j3azSWN5mfm5OUUkqhXqi3UqpbKiCzISIwQCHJ0GbITiLJl70RYXxin6IkTaclAExfQRY8LJsJ5o3WzS8eiycFn5NZLK00BK+joz9KvAWDoGIcQd4C8Cfwz8BPDzQoi/DXwDxVXsoYjGH1mnPSODkAghvgJ8ZaJef8aQFEUODw8j5WelormEKvV/+4fM1Wo0GsvKcavdpt1u897nPsfyyjK1uZomLi71+TqViosjSgSJZXKYHsEQhazUbObvInkgx2Fnk1xBUS5haPEXkcMp2YpYSDkeZaVXK2KNyOMChhGFYbkdhxGUPELd8zx2OjNGGIQQdeD3gX8gpTwUQvwa8Euop/BLwC8Df69oe1LKrwFf023Pjp3oFSFUfvb7eH3li7G/342JIq7r4roui4uLzM/Ps9ps0m61aLbbvP/e51hdabGwMI/rWgSjXif5WLNyKxQ1X8azNo230hsCcBnl/OJJanVpgQKcSNILMt7m5aaKy0q8Yq4b9mnI9c/Pz9ndnRFRAkAIUUERhd+RUv5zACnllrX/14F/of98Dqxbp9/S265QAFmiyPb2duq4pPKzWq1SqVRoNBo0Gsu0201aLcVxtFpt3nnnHebmalQq1ZCIuK6yrhjYXESyGG2yj/a3OjcZMCRSvw3nZGOYQnKY92OmaCKJ232zztPtGUe18FqJ+85C1qQdtvJnBnipkxIu06OJ0dnZGZ/+4BM6nc7IY6eBIlYJAfwGcF9K+SvW9uta/wDw14Hv6d9fB/53IcSvoJSP7wD/caq9vkKu8nN7ezvBcVRx3Qqrq6tK+amJhSEYGxu3QyKhzqkwNzcHJK0ZkqKqgVw2P4GsFT6LUCTbyW93DPEmkUBl3LofmRM7cKIs0TlcQFZqnbwMTvZ+o1/wXoEPAxTjGH4C+FvAd4UQ39bbfgH4m0KIL6KexqfA3weQUv6ZEOL3gO+jLBo/98NmkZhl2ByH7f25vb3N/Pw89Xqder3OwsIii4sLvPnm29rrs0m7vUaz2eLmzZuh92Okb8if5Lbn4rQcrPK4hWFl22C0yTJrEk6j9uUwTENEGQx8jk6OGAxezVQSs1CAVQixgwp4eDV80sXQ4rPRT/js9PWqn9NHVl9vSynbRU6eCcIAIIT4hpTyL73ufozCZ6Wf8Nnp61U/p4+L9nU2wsyucIUrzBSuCMMVrnCFFGaJMHztdXegID4r/YTPTl+v+jl9XKivM6NjuMIVrjA7mCWO4QpXuMKM4LUTBiHEfy6EeCCEeCiE+Orr7k8SQohPhRDfFUJ8WwjxDb1tVQjxh0KIj/X3ymvo128KIbaFEN+ztmX2Syj8z3qM/1QI8aMz0NdfFEI81+P6bSHEl6x9/0j39YEQ4j97hf1cF0L8WyHE94UQfyaE+K/19pka1yH9nN6YGjfV1/EBSsAj4E3ABb4DvP86+5TRx0+BVmLb/wB8Vf/+KvDfv4Z+/TXgR4HvjeoX8CXgX6H8f34c+OMZ6OsvAv9NxrHv6/egCtzV70fpFfXzOvCj+vci8JHuz0yN65B+Tm1MXzfH8GPAQynlD6SUfeB3UWHbs44vA7+lf/8W8F+86g5IKf9fIJl6Kq9fXwZ+Wyr8EbAshLj+anqa29c8hGH7UspPABO2f+mQUr6UUn5T/z4CTIqBmRrXIf3Mw9hj+roJw03gqfV3Zoj2a4YE/m8hxJ/oUHGAazKKE9lEZbeaBeT1a1bH+ec1C/6bljg2E31NpBiY2XFN9BOmNKavmzB8FvBXpZQ/CvwU8HNCiL9m75SKV5s5086s9svCrwFvAV9EJQL65dfbnQjJFAP2vlka14x+Tm1MXzdhmPkQbSnlc/29DfyfKBZsy7CM+jsdF/16kNevmRtnKeWWlNKXKrro14lY29fa16wUA8zguOalQpjWmL5uwvAB8I4Q4q4QwkXlivz6a+5TCCHEglB5LhFCLAD/KSq8/OvAz+jDfgb4g9fTwxTy+vV14G9rLfqPAwcWa/xakJDFk2H7Py2EqAoh7vIKw/aFyE4xwIyNa14/pzqmr0KLOkLD+iWUVvUR8I9fd38SfXsTpc39DvBnpn9AE/g3wMfAvwZWX0Pf/hmKXfRQMuPP5vULpTX/X/QYfxf4SzPQ1/9V9+VP9Yt73Tr+H+u+PgB+6hX286+ixIQ/Bb6tP1+atXEd0s+pjemV5+MVrnCFFF63KHGFK1xhBnFFGK5whSukcEUYrnCFK6RwRRiucIUrpHBFGK5whSukcEUYrnCFK6RwRRiucIUrpHBFGK5whSuk8P8DeB9UbMl2tfMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAEMCAYAAADAnWyqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAACzlJREFUeJzt3UGS4sYahVHh6C288dv/sjz3HvQG/XBTFBRCpJT53zwnwhM7wqYFXL5IUa7Luq4LAECyv3o/AACAowkeACCe4AEA4gkeACCe4AEA4gkeACDer5/+4eVy8TPrMJ9/1nX9T+8H0YINg/ms63p59Ped8AD3/u79AABaEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzwAQDzBAwDEEzyh1nXt/RAAdjNhtCZ4gokeoDITRkuCBwCIJ3jCOeUBKjNhtCJ4JiB6gMpMGC0InkCPAkf0AFU8misTxqcEDwAQT/BMxCkPUJkJ4xOCZzKiB6jMhLGX4JmQ6AEqM2HsIXgAgHiCZ1JOeYDKTBjvEjwTEz1AZSaMdwieMO9GjOgBRvLuJJkwthI8AEA8wYNTHqA0E8YWgodlWUQPUJsJ4xXBw79ED1CZCeMnggcAiCd4+MIpD1CZCeMZwcM3ogeozITxiOAJ0jJURA9wtpazY8K4J3gAgHiCh6ec8gCVmTBuCR5+JHqAykwYV4KHl0QPUJkJY1kEDwAwAcHDJk55gMpMGIKHzUQPUJkJm5vgCXFWjIge4AhnTYsJm5fgAQDiCR7etq6rkx6grHV10jMjwcNuogeozITNRfAAAPEEDx9xygNUZsLmIXj4mOgBKjNhcxA8NCF6gMpMWD7BE0BsAJWZMM4geGhGeAGVmbBsgoemRA9QmQnLJXhoTvQAlZmwTIIHAIgneDiEU55trr+mw/WCsXhLbnP9NR0Vrtev3g+AXOu6LpfLpffDGMZPUeM6wXjWdVm8Nf/4KWoqXCfBw6FmjR4nNpBh1uhJnDDBU5wP1r5aXP8ZgxCuTFhfLa5/lQkTPBwu5ZTniLhMuC6QLuWU54i4rHRdBA+nqBY9Z5ycVboeMLtq0XPGyVml67EsgocTjRw9bg0Cr4wcPSbsNcHDdEaIm1HDDxjfABM2bPj9RPBwqrNPeUaIm3tiB+o6+5RnwAkrGTvLInjo4KjoGTFu7okdqO+o6CkwYWVjZ1kED518Ej0VwgbI9kn0mLA+BE9hM3zwJ/0Zne7AV0Fv76eS/ozVJ0zw0M39KU9S3NwTO5Dn/pQneMLKx86yCB46S44cIJ8Jq8NvS4eDOd0BKkuZMMEDBxI7QGVJEyZ44CBiB6gsbcIEDwAQT/DAAZzuAJUlTpjgKcpPN41L7MBrJmxcqRMmeACAeIIHGnK6A1SWPGGCBxoRO0Bl6RMmeAry/Z3xiB3YzoSNZ4YJ86slChA4QGUmjBEInkGJnDqc7sB3JqyOWSZM8AxC4NQkduA3E1bTTBMmeDoSObWJHWZnwmqbbcIEz4kEDlCZCaMywXMwkZPJ6Q6zMGGZZpwwwdOYwMkndkhmwvLNOmGCpwGRA1RmwpiB4NlB4MzL6Q4JTNi8Zp4wwbORyEHsUJkJY/YJEzxPCBxuiR2qMWHcMmGC5xuhA1RmwuCx6YNH4PCK0x1GZsJ4xYT9NmXwiBy2EjuMyISxlQn7Y4rgETjsIXYYhQljDxP2VWzwiBygMhMGbcUEj8ChJac7nM2E0ZIJ+6588AgdWhM7nMmE0ZoJe+yv3g/gUz6cgMpMGJyjfPAsy+/oET5AVZeL8IGjRQTPlfDhU14/9CR8+JTXz3NRwXMlfNjDa4ZRCB/28Jr5WWTwXPkAAyozYdBOdPAsi9MetvEaYVROe9jCa+S1+OC5Ej4843VBBcKHZ7wutpkmeK58uAGVmTDYZ7rgWRanPfzhdUBFTnu48jrYbsrguRI+c/PcU53wmZvn/j1TB8+V8JmP55skwmc+nu/3CZ4bPgSBykwYPCd47jjtyef5JZnTnnye330EzxM+FDN5XpmFl3omz+t+gucHTnuyeC6ZjdOeLJ7LzwieDXxQApWZMBA8mzntqc1zx+yc9tTmufuc4HmT8AEqEz7MSvDsJHpqWde190OAoZiwWkzY5wTPB5z2AJU57WEmgqcB4VODUx54TPjUYMI+I3gaEj5AZcKHZILnAKIHqMyEkUjwHMRpz5jc1oJtnPaMyYTtJ3gOJnyAyoQPKQTPSYQPUJnwoTrBczLR05/bWrCfCevPhO0jeDpw2gNU5rSHigRPR8KnH6c88Dnh048Je5/gGYDoASozYVQgeAbhtAeozGkPoxM8gxE+53FbC9oTPucxYe8RPIMSPkBlwofRCB6m5pQHqMyEbSd4AIB4ggcAiCd4BuZ2yzlcZziGt9Y5XOdtBA8AEE/wAADxBA8sbmsBtZmw1wQPABBP8MD/OeUBKjNhPxM8AEA8wTMopw1AZSaM0QgeuCE0gcpM2HOCBwCIJ3gAgHiCBwCIJ3gAgHiCB+744jJQmQl7TPAAAPEEz4CcMACVmTBGJHjgAdEJVGbCvhM8AEA8wQNPOOUBKjNhXwkeDnG5XJbL5dL7YQDscrn8/oscgofmbkNH+ADV3E6W8MkheGjmp7ipGj5ua8E8foqbquFjwv4QPIOp+gG7NWaqhg+wTdEJ2xwzVcMHwUMDewLmGj4V4qdqhALb7Jmha/gUmLCyEdrar94PgLpaxcr13yMsgDO1ipXrv8eEjc0JD7sccTJT5cQHqO+Iqaly4jMrwcPbjo6SEcPH6RPkOHpeRgwfEyZ4eNOZITJi+AC1nTkpI4bPzHyHh016hsftf9tJC7BHz/C4/W+bsH6c8Axk1A/zkU5Zep76jPr8wChGfYsMNGFdT31GfX7OInj40Uixc8vtLmCLUWfC7a7zCR6eqhAUZ4ePUx6oo8CEnR4+M0+Y7/DwTYXQued7PsBVwQnzPZ8TOOHhi4qxc8/tLphXwlvf7a5jCB7+lRYJR4WPEyQYU9iEHRY+s06YW1rEhc49v7oCsoVPmF9d0YgTnkH0+jBOj51bLU98xBN81estMdGENT3xmXHCnPBMbKbYueULzpBh0gnzBeedBM9kZo2cZ+6vxzsBtK6r6wkn85b76v56vBNA6zrX9XRLayI+nF9zjWBc3p6vuUbPOeGZhA/y7dzygvGYsO3c8nrMCU84/0+az7y6foIIjuX/SfOZV9dvpgkTPAM46kNT6LQjHOG5oz40veXaEY6CJ5YP52M8Ch+nPNCeCTvGo/CZZcIETyCxczwnPnAcb63jzXji40vLQXwAn881h3a8nc430zV3whPCBy9QmQnjaIIngNgBKjNhnMEtrcKEDlCZCeNMTniKEjtAZSaMswmezvb8SLPYAUax50eaTRg9CJ5ixA5QmQmjF9/hKULoAJWZMHpzwlOA2AEqM2GMQPAMTuwAlZkwRiF4BiZ2gMpMGCPxHZ4BCR2gMhPGiJzwdPToR9LFDlDFox9JN2GMSvAMROwAlZkwRuaW1gCEDlCZCaMCJzydiR2gMhNGFYKnI7EDVGbCqETwAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEE/wAADxBA8AEO/Xi3/+z7Isf5/xQIBh/Lf3A2jIhsFcnu7XZV3XMx8IAMDp3NICAOIJHgAgnuABAOIJHgAgnuABAOL9Dx83iKoZPaJUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RYUioTeJU6XmGrSjjyqxWq4mJb2wYRSnibZtZqG4eejLTQqF0ADobWd1+ZilIuj5d7z4XDQomlT2kUuTH5xWQzeKUaE8INyK1VAKbVFvpoLgyklYersFl0MyO8drrbig1tvebfmEYw30ff4jHnvg0ixaPAqBUceZjS8UcX6cs9a5ErOaDuydFUYZirRStVotKpZLKYaC0Jmg2GR8fZ+7wbMCoE61Wi1arRbVapVarMzY25hy7nYCeJzqOu0KCXZQvkdiXUbyDKgdHLIOJEGBx0rHh0VMKlzPbHXuSyQWhVc+qQDsBy/n3oGfno+3jw5uun3b5IX/uGcOdd9/H409+mhUrVwFpLl9Gd+3ugdC45ogVoQ1zcN8pRbpEXAqtKKVhCnYc0S4ZKsXY2BiHDx/mQGsfc+fMYc2aNUgpaTabCCGoVCodY05LNYowJIb99orUk1KjVFZ6at/fS8akXhKdQNobIaErU0i2n5aOesdG9nOPaxyQRsFatdBiRbJM5/4HHplhDOeT/uCL/501a9Y6uXu3HSrOiQBAPqy3s9qQMSuCjIKO8nELHqIj8WsYhrGlXUiJ73mEUQk56fuESnHmzBl27dzJG2++ydLFowwMDDBnzhzq9QFarRZnz56lVquhVGdcQzJFW9KE1J8urDM/e6MiiSaPBBIP1RV3kdc+uBd42wWbv/jz3JxlpYfOimAqUv3ypTUhFFdcfgU33Xwb3//ed0v1837Qz6XxcfP1N/Of/+t/Y82adjxDnj5YZnJ2naxxE4YpuMRYl1ELiMODtdYdbrf4Gtk2nHlS0phocOLkSfbvP8D3fvADvvGNb/DWW2/RbDbiXbHZbKb6cfUfBG6ost3NcpkmoKWN+ezdCNtLEhMXyS6SntaqJ0aXrp5dPv1+r5RlCvanKzBNCIUUOg6au/+Bhybd//mknxtI9H/8T7/L1ddsirlwHk69LGVFziR+v+ieZG6FJNTWLtRkIpVYaoHY3pAMRU4hG4UwNoRajR3v7OQ73/4W77zzLuPj45w7d45q1Wfx4kVccsklbNy4kQ0bNmBCpIMURiAIQjyvraZI6cUYiCTZ5/Y8Lx6jzmRzFNC1xFsv4cud3oDuDCCP7LhdfWfzX7i+axiGsT3B3JNQ8xzzqtf5ZUPXbRJc066Ocm26n2vHjnf5rf95StPN/+JAojdsvIQHH3qcq6/ZVHhdr9l32vcls/12TjZXduAy/ad0XxJA6yh7MqRFV+l5iFZoMq9oTbVaJwhCWq0Az5M0Gg327t3L8eMn2LdvHwMDAyxduizq27Tj+z6e5xGGIUEQoLVmcLCSUoU6wsbpZAjxtXSHUpcO0e6RKZSlrG0lSXnSYpJxtAve5In6+QjJUiQ0Wguk1MgCCQxg9eqL+MhHP8Y3v/FP5dufIpq2jGHNmrU8+PAT3BmlY09mM25n4+3fh+wyghWlZLP32Ouyk873/Thgx0UC0V5lidwEpj+NCkLClkLoACEkQRDEnoilS5dw5sxZxsfPcfjwIc6ePcPcuSNceeUVLFu2jIULFwLQbDbxPB/f99FaEwQB4+PjeJ6Xu/tqETsC3Odld6mhiPL0/VJeCkf+C/td8iSg5DVZStqVitLk50Gok793ZQ5CgxZIAbKHGMFHHnvi558xCCF2AWcwNcQCrfU1Qoh5wF8Dq4BdwGNa69KZKZatWMlDDz/BfR83Olcv3LlXqSHLHFyT2FkXQrpFzUJLPe1Ca8mgIikipKJW+L5Hs9mk2WyitWZiYgIpJVdffQ0nT57k2LGjHD58iJMnT7B16485cGA/l19+BZdddhkLFy7A83xEFOno+x6+70eQakf0ozBAqm7vrI3mOD9URmXLu89FZRgClGNArnfRr6otABlz1PJtLF40ysfvf4ivPfXVvvo9X3Q+JIbbtNZHE3//DvBtrfUXhBC/E/39H8o0NDIyj//2Z3+dOub6WG3x3x3yOlk0mmnPvaNMZvII04DZkYgUl8Stpm0zmVqtFmEYMmvWLNavX8/AwACHDx/mzTdfY+fOXezbt5e9e/eitebo0aOsWbOGdevWMjo6ShAEWLujRSPGC8iTqcVeyvKexv30RMVZr3oBHvV2TT48upwK0w1A1o0iH0ipa5OktOKRx574wBnDVHglHgC+HP3+ZeDBroOQks/+6v/EX/7d087zSYRhlrQ2wUb9Rrklcw90tl2EAOyjr6gZjxAvUZe+7SEwF0xMjJsCK56H53ksWLCQ0dHFXHrppdxyyy3ceuutDA4OEgQhhw8fZtu2n/L973+PF154gVOnTsVjVyqMjJPmGYXvQR/4/2LNuDsVifb93ps8nzU0nk+JxFLW61XkeWmf6yFKUytUNN/mzh3h4UcfL33vVNBkJQYNbIm8Cn+stf4isFhrfTA6fwhY7LpRCPE54HNg8u4//uSnu3aWFP1NCHL+x8mbHGWNilldtBfkYFG/KJ2wcapoI26j7SoVnzAMaDQaVCoVKpUKAwMDDA3NotmcYPnylYyOLmHdurXs3r2bt956i5df/jGHDh3irbfe4qWXXmLdunVcdtllrFy5ipE5c5BCmHa1ItAqTgKbVGnysjrH76NHW0PWe+NCQ9rrYPLGSAMgClP9FNkxkufykI7dGEGhy1YKZPy+Cq7Lsf18+jO/wlf+9q+d594PmixjuFFrvV8IsQh4RgjxZvKk1lrnuSIjJvJFgHXrN5ZebWV3AxdzSH7IIuaRRKn12q9rHMVkAVNmIrZaAdVqDc+TtFotJiYmmJiYYHBwEKWgUvHxPJ+FCz3mzZvHggULGB6exe7du9i7dy+7d+/m6NGjHD50iMsuu4z169ezZMkS6vU6msjWkXiUWHrI1Jo8n2Tf9VRmZHbZUbL2oyTzsQxBqU7YdJZJ5KfzK3gmJVEyRKpOAJxIuNpVkM9th4aGOHfuXO75qaRJzQKt9f7o5xHgq8C1wGEhxBKA6OeRyQ5yspQH5nEdb2f/NSKq53nnnylkDyfipD3P4/Tp05w5cxrP86jX6wwODgJ28qcjJ1esWMHtt9/G3Xffzbp165g7MhelFLv37OFHP/wRzz33HLt37469HEEQpNwQMhNZ2JEIpWDYWUqK8S7bgj1f1gV8vigLNrK/u5LelGEKyWfomtErkSXHluBLZZgqePZHHu0nKvj8UN8SgxBiCJBa6zPR73cD/xF4CvgM8IXo5z9OdpB54nuZXajfXcrGGUwFKSWRXnZSGiY1MTFOpSJpNJq0WgY0FYZhvCMaYA7UarUIrxAyPDzM2nXrGJw1TCMM2PXudoIgYNeePZw5e4bTp8/gez5Lly/H9yWECu21AVZKKXzPi1yuYW6WqG7qhEsKy6piWTpfTKGXdrKqQ5n0ddCH1GilhkyOqnTMjGi7qzL08Cce55tP/9MHkjh2Ml9lMfADIcQ24EXg61rrb2IYwl1CiHeAO6O/33cqn4tAdcCJy2RJmjRFcyMu6OqZ4CildBR16SOloFarEQQBSimklEgpCUNFo9mkPjBAfaDOeKtJKwxYtWoV119/PZd/6EpGR0eZPWuYkydP8tqrr/Lt73ybd956i1MnTxrxWRmGUB8YMMwmUiWSiMJ+qQyC9P2iXgOj8qTLMrkf3dSWGrRqJ8a1v+uidyHg4w8+XG7g55n6lhi01juAKxzHjwF3TGZQWYBJkTvNJTXkRdy5KCnyZmHW/aIpy5CVGkzNBY2I0qpZLEOr1UxlOLZMwS7csfGziIqHqPjU6lWUMhGaa9asYd7cubz+6utUqzUOHTrE2LmzbPvpNk6ePMmGDRvYfP31DA8Pc+rcWSqVShsWrTWq1eoycnfQWNHiSEoNU0mu/AdFFcSy3zc9PjsndFTEt0+GqSTE0mGbKcSnXYxLEIPgPvbAQ3zz6a+xf9++/vrvk6YN8jGLQ+glwYa9p+hc3qS0YqWI8gYmhYXJMoVuCTxUCK2wZQyLoaLVCmL3azSCGLno+150roXWCr9WodVsEaLQSht0I5qRuXMZmTuX5StWcO+997Jnzx527djBt779Ld5++23efvtttmzZwtyREdauXct9D9zPQL0OmKArIYRTahBC4oUGJik8SahCh60gyZDJ9URMFXULB09uAq7oSekBOkxk7LSkMdk1KuRRHlhOCIkKI9UxbDNVpdsG57g3EXmLkkl8pOT3//hP+V8+/+vs2rm9zGs4LzQtoiu17vQYmOPd7Qf97kJ50ZCuPs4neV7ylZt88o2JBlorqhUDZ242G5E64TEyModGYxylWghhxhyGofEgiHYlKCkl1XotzmUQKkUrDFi69AKu+NCHuOqqq7jwwgvRWnPu7Dn27tnDiy++yHPPPce+/ftTQT+hCtHCzOOWCglReL5AySi9GhIvk4Hq/U6kmkd5c6LwewuD1Gini3N/c5FnDKAEaEsXuIIFmCTAbddxql8puf+h9zf6clowhjKUnXi9hk63awC4c/4V3TcZ5pC0Xrct9u1jvl8hVCGNZhOlQxqNiSivozEsjo+PUatVYjuDHb+IGECtWkVIgVKKMAhpNpuEShl7BSZf5OzZs7j22mu55557uPmmm1myZAkjc0c4c+YMzz77LM8++yxbt27lvffeQ2sT0i18gUYZ20e1gpAGHEXFQ3gS+wqnC0OA/MWfPJbabAQgdFR3I6Q7lEt1nM9jRNn8D2atJ/3E0jCEPOBehjncdsfdrNuwsWBs55emBWMQohOxlic1TFZK6EbGv90d4dYr5T2PEJKKV0UKwcREA6SmUqlgIiMHGR6elQrPtm1I4eEJwxCIDJaNZiOF0KtWq+BJfN9nwYIFXH3V1dx2223cdvttXHzJxSxYsICzp06zdetWtmzZwos/ep6jR49SqfqEQYBf8c0EjvpUWoM0OSmRwlUCowMh+H5QliG43ZOdWboNXwgQ8YIvgcRMYMPzXOC5UkO02pTEufKSgLOOc1Ly8KOPdR3f+aJpY2MoQ0XZkqAc4rFf6p4CLp9cUkc6WavJn6B0ExUaaKzFHXieREoPVwZmQbSzaKNKVCoVlPBSmaIRgjAwEoT0JAsWLmBwaJClS5dSqVTY9rOfcWbsDHt37OD0sWMcfe8wH3vkQeq1GrPnzkErTRCAwrgxfeWDD8LzCcIGfgb2O5UG2ywVZ2PKkRLaR80i7zlTkzJuyBJXJkP6hRfl5MhhCMVjNXT9DTdzyeVX8NrPtpXofXI0bRiDfTmeJxLGt05R1fNk6nyWilB2LtBNkrRWCah1vqejH7JjSraTZA5oDx0KtBKEQUitVmdiosH4+Hh8j/VS2DGGgQLZrj2hQ2384pjhx5mWKx6tiYBKtcqwEAwNDTG6eJTVq1fz0IMP8a1//gY7d2znxPFj/PTlF9n26s8YXbKE2+68g0ULF7J8+SoqA3UqwiNUAa3xFtKXtFTArKERWmNjMWgqm5MiX9+36eDddSxsW0mGmGzXvI/id56XX8H8ouJPXCaNWyovgwzyt32iTUhi9AdhkK3mkdpJelxAMiGN7UaFJgu4jn5aG46Skv/z//p/ePCjrtKK55emFWOwLz5toOukbnp/v9JBnkutDFMok8SjzRzSDE8pjedJqtUalUoDpRSNxgRaKyqValRoJpocSkZSRLtdKwhbeUqkcPrGDVmpVAgiG0SlUkH6HrV6nTAIueGmG1m/9iJ+uu0nvPbmGxw9dZrXX32Nc+fOsWr1hXzoyqu4cNVqFi9ahAoDqvUBEIKK1ow3GnjoFJrS9cztZw0z78sdxVpm9+7G6JOieYctJFsss6ANF8OQKFShJq7QtHCFpuYxhVSfCebxQdhxpg1jgPIiVZ5KUSYgpyj5R5Zc7rhOG0F/Hy2Z1EVrRauVRDaKKHoySP3uGhOQqllpJQZlGk70F0ZoSR8hvRgwValVmb9gAfNH5rJw0QLmL1jAsz98DhUqDh08yO5duzly6DDXb76RTZs2GYi45+NVKiaLsxTYkhr2LeapXcmcB0mJIWtbsvUdzHWd36oXxp+0KyQlgzYbNX1lv22Rp6WNQ0gn3AVAhqAEOq4zUpx81vaVjFNJ/XQwkes2X88LP5rarNLThDH0vrgmmyo87rkEU8gDPbkmTjddtR0FqJCykjYoRinibeYmISS1WrUjqauzfa0jqUG0y86xBQWyAAAgAElEQVQnrheeF6eft+nlAZMbUkmU9Ji/YBE33XQzx0+fYvtOE4w1Vhln3549fOvsFoYHBlm5ZjULKxUUEISKoNmkKn2glZrDyW8TA6hUGkeQvNYFQe/MotQL7Dmx6PJyKwgQupP5J9soMgiiQ7BjikU0DVJH9p/Sw80NXrPHrVqotObhR5+YcsYwLbwSrt2/205clKOhG+WVTHP1kbf4+5UU7I6Y9DSYXdOoErVaPUrSYmZVrVanVqsThiq2JTjHqiLLexJkQzS5Ic5GbMag4n9CCKRfwa9WqNbqDA8Pcdutt3LH7beyfv16ZtUHOXPiFKdPnOC73/0uP/j+93n99Tc4cfwYWiskIo4P1aTh5UYSaqtBcV6ILu5h8166T828ylNJvdwlhXYu8gKMQTYpTxYdKUPzDw2lXJ6d1EtEqxSC9Rsv5sabb+mpj15pmkgM/ZGZbOmdqBuVTQWWK0YWSAvJe8uG7rbbM2HWjcZEvIjGxsY4depUnDbeMAevI8ipnevBiKPaNGyQtboYA+L7NteQQHoST1ZZvmIFc+eOsGDeQhbOX8A7b7/NsePH2L1zF8ePHeO9Q4e58KI1bLj4EhYsWkxlwAR01YSIl5hhAn68UD3Pj+wL7sK5ee+tfa4Mo+gNLYsWaKFNesaCfAyuNttQZssIHBtIjpHRkiwZlyITmwiA1JpHH/8lfvC9Z0vd3w9Na8ZQxqDnYg4ug1av6kaRlbrs5CuCYUM7h4BSCs9rIx4NsMl4I6rVaryz20zWUsrU7mfVKqGBQKWjGRzJZZJqWPI9hSpEKU294jM4PMSadatZv34djWaL/Xv28o//8A+8s30nP37pZZ77wQ+Yu2A+iy9YymOPPsbo6CJq9QGC0LhGG40mXoShMM9q4dZm7Nl3k7S5xM+TsQelbRFhAn8QUYQC7UzzRsxMO9UDDUIh8YDOmqBamRzaIiOdxuHSSkc1SnMYWoY5xNKMlCn1oIiUNmnndWi9GoLVq9fwh1/8M379c58tvLdfmiaqxPknF8jFUhk1wtzbH1PoZlG34nQ7w5H56ft+HHotpUe9PsCsWcNIaRaYHXcyuUgSRZkqrILbUJmE7pqYFFsQRQEC6QlCZRaC1ppAhwwPDrFxwwZuvfVWrrnqKlauWMG8kXk0xsc5sGcP3/z61/jZ1q0cO3qUZrNBGAYxSMss8DSDtxJRURo2V/h2242s0aqFqcyt4n/Z75r89lmVov2NLAhapRwrrsjHwkjIkhR/L4eq4ySlIFSoMGzHV0RjW7p0OR/56McmPSYXTWvGUBZFl9Rf28dk6qf9vUx+QHfegM7Iy+xH7QX1185MnP4EKtq1G40JlDJ5H9vFYywTSKefL0uWKaTdh5mEJVrSbAUgBJ7vo7UiCEzE5WWXXsrdd9/J7bffzoaLN1LxK6ggZM+u3fzLd/+FZ555hj179jA2NmbsD454iixDSz5XN9KEqDAkaI1TpMt3IiG7fBNtE+SK3FDoIqYguwijnucZjEL0U0iJ0jouTZjbLgLZZYk+8tjUJHOZ1qpEP5Svv3bPIpyfWdjtoUhSv2g/k7BV4fum7Vq9Hpe8tzuurS4VhgrPMxMt6alIoyjbEkF/JAhUiAo1FU9SqQygg5CxsTGGhodZVq0xZ958RubNY2RkHjt27GDXrp0cP36cPXv2cPr06Tjf5LJlS1EqjPAYleh53RWo876HUhJNAAq0alcC7XQ/AjpE08msu7vBBSDRjiCppAoxGYlBZjeRiBmHdBofJQLrkU/2mM32pLRi4cJFU5JuftpJDFOR5qublFA2s3CvTKFbmyZtnJeSdlRoUI/1ep16fYBarRozCtOXEamLPBRALMK7JJtu4/J9HxUqgjBACoFfraJ9wXizRQgMDA6yavVq7rzzDu688w7mz59PtVojDBWvvPIKW7Zs4fnnf8TJkydpNpsopRgfn2BsbMxd4yIit2htw6BN5qpii39aSnDl9cglDXQxKBdRVmrQSsWLP2tDiJGN0fEk05CYcoUikQ5OClmcAm4KpIZpJTFkmUIvuPsyoJfJwJpdE2OyMQF2zJWKwTOcOzeO1pqxsTFOnDjJwECdSqVCGCrq9VokQagI9eil3o/rXWUXRtl0dZ4Q4Pm0whZj4xPUqgP4fo0giBa1ENRqVWq1eQwNDXP06FFeffVVjhw5wpkzZ9i3bz+nT59m8eLFLF26jAsvXBWhPY2XoqhiV2L0gMJGJSjRCa7slBqMnSRZb6Q8GalByLaKYtUKKzUIKYpVCorgTERJedJwfyElJpAdiBL29OpdmTt3pPS1ZWlaMQarcydDVos8A+0gFd01hmJy4+o0oGXHUiQ1dGNatoaElJKxsTHOnj1DGAbMnz8/DsEeGxuLn9nYITpF8raHpm1L8Ly21FA6WEh7CKWpRlb+oJVObmJ/B8Ns7r33Xu6++x7ee+8I3/rWtzl27Bi7du3kL//yLxkcHGTWrNlcccXlXH75FaxatTLuJvle4tT8SiM9idYmz6XlH1JIEG03ocvLIIQw4dPCI+k+7G4Mtt8WiHZrrVXMCHQU+yCEANmpUiTVDfurirwRFtGotKk6RtJFqSP8ZWLeWkaUeq5oHLYfrXRHopd/85lf4S++/CeFz9kLTTtVogwlxeokTTbQqYh6MSxmqdu4TNXqMPZKBEEAUtIMAwaHhxMqQdYFmz8ma4Drh1mWhRwLIajV6lHNTMkFFyzl3nvv5dZbb+Xaa6+NU98fOLCfrVu38swzz3D69Ok4XiLdqUZZ921o7ScOu0MBBiL+3e74Oh1q7UJWSpkGXIXawqQ7KbuTJ70E7Ysc92WlBEBYphAtcqUVoeO9xMbaHGnFzo0HHnyIuSPnT3KY1oyh7VkoxjOUgSH3j5J8f7ITGeYQGemERKE5OzFGKDTC9+I09kVFVPKOZ3f5yTxP1pCnlLGJgHnPIyNzufjijdxwww1ceumlWODW0aNH+fGPX+bFF1/k7bff5sSJk7FhEm3sGXacoWqntwtV2JEXUcbu3s6FHb2FFB65aN5kSSuz4OO51+E2jaSxzJhiyUK1LYYdiEaLTNXt65VWKaaltCpUV/LOVSpVPvGJ82drmHaMoWy0XPJjd2MK7wd1NU6VGIf0JWcnxmgGTfxKhVq1ZoKUKAfPTgcBJVWyYjxG1kiZxBjkuW6Tv7eiBLImy5RmYGCAVasu5L777uPmm29i7twRlDL5K7/1rW/x9a9/nVdf+RnHjx2j1TQp8nWUbEZF6mMYdIKNktRNDxcizJWokqpVx3EEoXIER/VAymVgjeEWOiUluOxC2b+7ZpPGMMv7H3yERYuchd96pmllY8hSMm4/fXxqDY2TSUrbL2mtmGg2CYKAaq2GiPRp3/ONd0D6ePHidUwe3R6zfYa8RZ1mICUYlgOJaFUb4zFJpzELgoBqtcqaNRcxOjrK0qXL+NnPtrF9+3ZOnzrFwQMHOPree+zZs4e1F61l9erVLB5dnKq6JKQXAZjM8yoUUsh4MZVJ8S+FRuk0E8tSdoMxfwqUDpEWayI7GYkdS5bsMSkESmsnEsHFEJJjVFohlUTneGDyytqBKVLzh3/wX3LPl6VpJzGA9e0HXXe6POqXKUwubVyfzEqrWOf2pCQIAsbGxvCkx2B9EM/zqNaqyIqf24/rWF50aJLKvMtOYFc7AM0yTssQLBhLShPJWatVmTNnDps3b+K++z7Gpk2bGRwcxPd99u3bx8svvcxX/+GrvPTyS5w9exYvk6XK92rx82kdJamNfpeinUo/f+xJJuZmCp1SgwQEQag6lmVS34d8e0fUOFK5F5jrvvOlsn703o+zdNmySbczLSUG+5LaMQJpa3pSpbBk/eNFVY9c1C3hS5HU0I8xUkpBq9FESMFAfQDA6NdA69w5Wq0Wp0+f5tzZs7BoEZ7vxWHYg/UBPCXwvPa7iHVTB7Apa1PoNt6yKlnS62ES2voIIWg0GjF8W6mQen2ARmOCMFSsWrWSVStWcN211/Laq6/y2uuvcfDgQQ4cOMBXvvIVXnrpJdZetJZ169excsVKavUag4ODcYIZIz0k9PLEd/N8N4PQWiNoAVXnedc8sqAqgSTUpvakkLrjHpenAJIxFPnvGcCTXmrnL2QyGZJCpgyV2bn5h3/8JX7z8/+enZNINz/tJIZkzUiXOy5JtghL8j5zvDtTKCsduJK4TsZDoVSU7FWZHVBE+RlQmorvE7ZaDAwMUItqPXiYXI6+5+NXKmiRHktpKacHPEi6PoIxBCZjHvLer+e1cQphqCJAk4rbBbhozRo2bd7E3XffzbXXXsvo6ChKKXbs2MGz33uWF154gXfefQetjc1BK6uipPtUOcbFbmCgvGd2k0BJ0Gpq8ljacfY6Xmhvnp70nIjIRx57fFJjm1YSg9mZze92IuZBaIVo5z4UIl0opogmkxR2MpNDZXa4IAwMuhDjmrM7T61SjXV03/eR0lj1zS6saGlFheLqW4kBx+O2brKiJ0jaL8q+p2SRHpuST0oDgMq2E6oQT3sMDg6ybt06li1bxsjICK+88gq7d+/m5ImTbPvptrhq9+oLV3PdpuvQrSaezWspdCq5SnJuJBeIFCb5GoBNYZP3zMlUeylouZJRroXOe5JSQ79kUvD1tzdrrVOqF6SZ5Y033cpTX/0Kb7/9ZvbWUjRtGEM6tLhNyQ+WZRDt0OFyYv77WTOxqE+bgzEMQwjNJLZW+XPnzpkFrA3seXBwMAbYWEu2yQHbRTpSOs7/aKmMSlFctaut0uVdl8zX2dGPEJFBzzy/zVS9ZMkStmzZAkCr1eLAgQOcPHmSn/70pyxctJD58+cxe1YFpSVa2xR3ackgCANkXq5QHYLIn+rJMPZOMoV2PDrnYL9MIfVN+mAu1nOjtIrfQYf7VGse/sTjfOE//R99jXFaqBJamwUUhm2fbvafuS79AmM/OGmXW9b9Zq6dGnBSEeX1aSDBGfh3pFKEoaI1YbwTWinCIDB+76Tbyk9jGuI2hMHZYxlmnA0pCf7Jp24SUdE7zFOv0jYPiZCmUK8QgonxCebMmcPGDRu566672LhxI7NnzTb5HCYaHDx4kC1btvDWW28zNjZGs2lyVVh7UhAGTDQm2upYtu84W1Qmb0MBdahLmR09npN9zCchRQcuop/7ZewFars9s+MDkxuyX5o2EoOlrCvNLqB8hF/6+rbrrJ2NuFf032S8GmWpFRgYtDVghWFIs9GgMTFuwq2jJTw8axa+5xGGZpewcFlIhDBnx1+QP9Ho4BCodkm6XshEeMpYasiSS7JL5edUOo4ODVWIL33qA3WuuPwKLrnkEs6cOcOOHTt45ZVX2LFjBy88/wI/+P4PWLJkMfPmz2PTddey8eINLF60mFZo8BO+58fuw6y+LYVEmww2ICopU0sWTp01bkspUISgvCjjc380GWbgasOqIIp8t6c9/uHrNvPSCz/qub9pITFAGp2Yj2hzU1q6aLv/km33OoZeqR+JxIr6vmf480B9gCAIaDabSCEZHhxug2W0QcxJYYyRraAVlVZzU7d3Z9UVF+W/A5MwvVs2rCzSMkmNVgsdRYdadcoCmwCGh4a5+OKLueuuu9h03SbmzR+hWqtw/MQJ3n33bf55yzfZsmULrVYrVksmGhNIzySwcfn42wzUba+yY06di+pZSjSSwHlPNyorIZS5xiWhtCWifPr4Aw92bdtF04Ix2GfrlSG070/DdIvOu6g/hqDjn/2qKUZ9ClM7nQl5DlEqxPck1VotjqNAa8JWAGFApdL907l84yoDP+5htEipEVIl6jx2p/S3ieI3ErUljAHZPL/v+UhPUqvVGB0dZdPmTWzefB2rL1xFvWZS3x0/dpytPzZxF3v37gWM6298fNwU+016bKJktFLIKH+F6mCkne/BMATDdF2Vr8vR+ZASemk/qz7bn5deegU33nRLz+1PC8YAkwN4lLn3/EGj7SQJQQWgAmRBFeRu5HlerCuCQQ1KIRkYGGBgwCRJAVOHslat4glAtRBaxYa4UqPWuiNbU9Ebid+XNFKClCqVD1p0cdQn7UIdjFOkDW5CiLiEnnG/meODg1U2b97EDTds5oorr2DRokWEKuTsubN8+zvf5p++/nXeeustzpw9Extrfd83jNbmloyRiEai8Pz8jULHDKG3epapR5ukHaGI+pUaPnZ/75Wyp42Noavom4NtLzrfeW0ayAJtv305xhEtjHhx6cTP7hl/XSChUGmI4LfnxsYYHx+PIbi1Wp3BAQOCCltNlArwPAGhiuJ7kzWouoy8VwkhdgFrhMNlR1xsJb/vJEw7C6lWAEHYjo1QRqXQWuN74ElBC83cOXO4/IrLWXXhKhYsWMC2n27j4MGDHDt2jGPHjnHixHEuv/xyNmzYwEVrLkLLtlppgVee7xGqkCAIqGhlwqpJA5yE1JjqVPZZO8Oeu76yPhnCZFyeeapT0m6ybv0Gbrv9Tr77nW+VbrcrYxBC/CnwMeCI1vrS6Ng84K+BVcAu4DGt9QlhVt9/Ae4FxoBf1lpvLT2aHigP29BtAUgH7h3yYwvalGQK/SEe89yFSmu0DqlWKjQaDYIgoF6rE2drEpowaMUGybS3oZgx9Ie90AitEMLGDrjbEIToPvcWrQ3KwI7PMIUgMjYLlA7wpAG5zRucx8KFC6lUKixevJg3Xn+D5194nonxCV57zSAoDx48yMjICHPnzqVSqdBsNBMJaZXx+ftEKoVACHMOEUkJOsvsy1FSDUwiIUu9g37sUqo//MRDn3j8/DIG4EvA7wN/njj2O8C3tdZfEEL8TvT3fwA+CqyN/l0H/GH0c9KUB0vOUh5z0FqnfOwuf3yKOYgQoWWMt4doJ8qZOJIQlZEaihhNOj+jue/c2BhBGNJoBbT0OEpE3jLpgwoM3kaZ3oSwBj6bsKPYe5NHsRwVPa9WrVhiMf+KDKsaEVn7i9579nnbd1tXs47UBxmfkUKCD2EzNGAwrZg3bx6jo6NcddVV3HTzTWzdupVt27YxNjbGiy++yLafbuOitRdx9dVXs3r1apYtW0atVjPp5UITDNX2cjULjbfx+3FJqhkYdK/M4bxkm46YQx6OoS01mGdctXx5T+13ZQxa6+8JIVZlDj8A3Br9/mXgXzCM4QHgz7V5k88LIeYKIZZorQ/2NKrOMcQ/e7VD9LVj2l1EpKUDIUQuY7BpxUB2VUvyQEKNIKClNKJSoVL1kVFQUhCG+Pa5nW3blGblH7FNoXHxam1+l2l7jXX35b/H4vobrjgETQjaMJ2iV2U9MHbXt7aISqXCRRddxPDwLC644ALeeOMNtr+7ncNHDvPSSy9x7Ngx1q1bxzXXXMPKFSsZmTdCI2zQbDSpD9SQRAlZSs4lIUSuNc66SV2uUhedD6YQj6uL5CAMV+9IRFuG+rUxLE4s9kOADQJfCuxNXLcvOtYXY8gyhLJMoWzQUOeEjnYwpNMa3VVNMf7E3PNOxiaByChYqVWQFZ9W0KI2UGdgwEQiSiEIlKIiRWKLz44rpIydI3NntDbCxNaZtmpbG4BTGoiBVJ14kva4smSMmFIk7TP5ZGG/SitUaP6BWZCLFy9i/vx5LFu6jNmzZvPjrT/mxIkTHDhwgP379nPwwEE2bNzAfffdR8X3kRLCZhNZqVCt+DSD/o3G5rndCzOVJzIJsgtVyhg6lSSjCuQmBYTumTlM2viotdZCiJ7ZoBDic8DnABYtHu12re0rBjEVJ3Rxn3ctTOMijXZLPKS0NQl06r5yVN4YKISxgnsItFRMjI2jVWgmlTBVivxKBc/z8HwfqY1PvR22ZzhEG+mm6WYMbFOynU7MQWyQy7PeZxaDyUGZbj+bacoCPY0Hx8HdcqjRbFCJ3kOtXkuJzEIIatUaSy5Ywo033siZs2fYvWs3x08c58jhI7z19lvs27+PocFBrrnqQ8ydOxff92k0mwxXKkZK6rJgynz7PKkhCc7LondtfonJUpY5Sa3BvX/0RP0yhsNWRRBCLAGORMf3A0llZll0rIO01l8Evgiwbv1G5zO4dp5kIZk85tAu5JJOmJlHBvgCpkRZGhGXareMGKhCYxPIIWPlBqEFzeYYtWrNoAF9gdCaoNUgCAMazSbS87EyrMHGm7+0IMornM1yFJL/SS3DCtCKRChx+x1nQ4GzUoDKRZAaaSVbQEcpm6tBRcaStsW/LNngsY5vEf0dKOOyXbpsKZs2bWLZ0mW8u307lUrFJNY9d47v/su/cOLYMdatX8f69esZqNdp2MrfOf160mN8Yjyuh1GWUvaGBDNIJnCNz/Xp1XTZMYwDKWrfuFwy4+qNTfTLGJ4CPgN8Ifr5j4njnxdC/BXG6HhqsvYFyLpfzOQzRV57ux+yUoORDkSiPFm8+BPMvBe9UEhroMz56sIUcjELzU+XHtMmPqJWrTA8NASYSMwwCPB834iEUkZJRDtzDhrXoqtTIxGZbsx1hjl0gp/iO0pOJNOGkUA6mAKmXmVa0umNslKLa1yVSgUpJGvXrmXVqlVcuHoNo0su4I033+TQoUMcP36c5374Q95++y3eO3KEK6+8ktHRUdO2EASJ7xsEQSSleVSr1e6bSsYImCpQY+ecI3Qf0kwka9DsxfNg1d7s1ebd984UoJy78i8xhsYFQoh9wP+OYQh/I4T4FWA38Fh0+dMYV+W7GHflZ3seUUf/drKlJ1Y3tGFSarDWWauLCzyEiMrA592f0372AyaPWZIiRGsvgstoEMogbFGgBUEQxvpmpVJBagPGGT93jub4WTyg4vvGEGhVCRFBioRNeaajV2LwDO0xZMcdxUQ4qi6n0qKTb+SNIc45qeIAfE9HLEdFfMIyqSST7D7Zne/XJb3pdCDTRDCBqNSoeDVWrV3P6rUXcW+rxf59+/jG019n985dvLtjBzt27OBv/uZvWLVqFZ/61KdYuGhRlPvCJD+x2IcwCGOwWaGXQRTjF1IJZSKJzBXXYfNz2OeVShYyBx2hMkVKSOhM4APtNHO9UBmvxJM5p+5wXKuB3+hpBF37VxFstrPWYzdbQ/v6EK0FKmwhhUZbfTdTNRranDr7UTogqAWLxPwRGTK1jES89sIVkbV9fGLcZOOJAr7GxsYIghDfF4RhgArDyGgU5Q+MPrAnPEJCY1GQxhPSthWYZzVmn/4SjHQLXOt4VnuMMFWR2XVtvlfH7QYsGkfyW1W8Cvg1IxuFIWgYqPusWXMRN91yK/PmbjMoyVMnOHXqFLt27eLpp5/m8iuuYOOGDSwcXcLExERUy8I8v+d5puaHy6grDMuVwqiARc+UsgE4krMkr4mfVRR4waTNM9Epl+YZit934+P7Sb2Xr7MirrEj6JQlPL8Ai/V3qxzx1237yDCOyCqcNfLZ+xTKlLhPhI1rpWk2xvEE1Cs+1UrFgJ/MTXhR4RKkRCphnBDa9JZ0G7aHUq7ATJ6hMYugy3vW1D05DKGICnfGAle1EALhRd9CgA5DpA3OCgKCsEm9Vmfjhg3MHp7FkiVLePutt3jj9VcZHx/nhRde4PiJE+zbu5eLL72UVatWM2fOHBrNBoRGjfM9A7GOoeRCIKWHjtTQEI0nBaLIbeiQgrLPQWR3io2TWtGBtHdUz9XS7EFFLuN+aJowhuLB5ycOyZMWkgxA4UlJ9j13WyzKIXpD+kUXLpAuEO6k5d8WqA1VGNsQpIB6tUKtWkVpjQpCRMXkWwjDMOVWNwxTFy6iyVIZBpO8roxtIImZ0KTLwbko2W4yn4XWGsvz2zYCH4FJfuP5PitWrGDJ6CIWjy5m7sgctr/zDjt27mTPnj0c2L+fXbt2ce3m67nlllti7AS07QAKkxxWSrOIYzuf1igpenYUp96DxbVEmBEh2jkXFIq87GR5anbyW5X9blmaJozBTXkSQrbEuVusDbBf0F7umnRJXbUbYs3FFFy6b7cd1jVerU0FqkajQavZxJOCaqVCGJWgD7WmAkjPI2g2I/++YXyxzaFo3NK9Y2VLornu7RlN6bBPdFzjeNc2bXo3SmIbkv2ZH4bR+r6PRlDxPQhAC0V9YIB169YxMmcuS5cs4eTJk4yNjXH6zBm2b9/OqTNnmTNnDsuXL2fOnDnUa3UTEi4VQRji+SbgTZgHM4lzUGgt0AVSQ7d3GGcvo52uTUgRbRRdXwd4EkLVwRDMMHtnCjBNGIMxDhfbC6BTQujYIYUx7rUj/6KAnYjr503Ybqi1IinBZfDJYwpODIUw9SoHBgaoVWtUqybnY8XzkB4ErRZCCJPzMLFbSg9UEEDOh3eK3l0s3UmmViRxlJVIku8hz9rustS7KAtwc14nFVVZBxUaSUwZQ6jnSbQy99ZrHgsXL2LBgnmMj4/z2muv8c477xCGIfv37mXLli2sXLmSSy65hAtXXcjQ4CASGBocpNFqpr8n7RTzVrPLjjn5e559xTCY9LkwcsMqVQytP9+SoaVpwRigDZdVCctsHkgp8VdkPwCzLSR95WmyCD5LyQXt+34hZ9W6uMCJECZpbdZoBsbIlE1vnuTqSitmzZpFtVrl2PFjjI+P4/s+tXqNmu8xWK9SrdZQYYsgSmjiEaKD2OdROG4Xc0hdo9IivIs59CuOFnl2kkY+Vxm4ZN9ZymMeUkHABGEL6vVBqLQ9UZZCBPVanSAMuOcjH+H2O+5gz+7dbN++nZdefpnt299l5/btfOeZZxgaGmbNmjVcccXl3HzbbTTHG9QG6rGHRyBTcIHQE/iOoZV+d1J1ZOg2c6sNn7fHTFmDRMWsPiWDPJoWjEHrtB0hT9TOHImYQkgbdFDeV97rRC+zS+ZCZBP3ulCFWmmazSatVouxsTG00lSrNWrVKhJNqzGOLwUmN0tYaAXvl/L0e7t4reekF3LVTUjWX4jhwQ71ocz7dl6jFBXPJwyD2LKf5Z6hNscnxsaoVqts2LiRVatWMXfePL721Nc4cuQI0vM4cuQwhw4fYu++vVywdDpsjooAACAASURBVBnLV64gCFoxjFNGOAgEpj8A4eH3UGk7PXaJzDCH9mO5j0lrkBTQO/44n6YFY0hSKdFImJj6Nm6tHEPo5n7rJjXkQoSTqoPsTAmei6S03D9KKhKGYVx5yiLuatUKvtCg3QyhaNxWRO07T4DWJEvPu8ZeeG9ELjUt2aYLLVhqbJlxxO5NEeDhYVPLaISJ57CLK/IA1QeHCFtNJsYnqNQGuPa6TZw9N8bWl19m3959hFEa/1OnTvH3f/d3XLt5E2vWrGHOvBHqtRpamPYr9RpSChqNJsgQT3gdzKjf4Km0wVUQhiagzCQU9lAqcqsSTsoAmqVpxxiKKLItRfx4cgEw/VAe8Acy+qSXbwRyAnUykzwMQ8bGzrXhuDrs4rdxjDUBwbVgGRelfOgZqcGqOsk27T25/ep2W93qO9rrs/1kzznH7bDtpGwQhKB9EKCRkWSZenD8io+MoM8iDBioD3D11VezZPEo777zNj/eupUzp08Thoo33nido8ePcdHadWzcsIFLr7iMWbNno4KAMDCVxGzJvGQ4W88MoYvUYFSLMK6nYlVuaTEd50lqmHaMIeuJsHYGGbtwVKpQaVnqxdVW1EaRN8ImdbWTPBl7oLWOYw2ysFmtdFyABoyV2hoitdboUCHyaiY4xp0V141dorf9pMiz4PJkJBmCpTKhyNYAm8Jz9CB+u5iCh3EvSrTJ8igEWqelBlui3pYKDFXIRGOC2bNnU1tdY8Xy5SxatJh3332H7du3MzY2xonjx3n55ZfYtWsnx0+dYP369Vy0di1oTbPVQlska6WCbkx+47LvIl/iNB4Ra6BUuONrf+HclRLIAf9jXkH+y88msOjVD59HeTs/mDoH1nru2gWFjFxpmSArm3bs7DlT2DUMQ2N8rJr6C9VaNcY6FI0p2Y+lMu6/JIIwa/23lAwZtu1a5pBlBq7247HmSBLJ79XtG8TMRpCq4Zi6RgFegNQ+ynavVCJTE7RabUO37/uxlDVr9iwajQZXXXM1H/7wNYyPT/DSyy/x6quvsn37dg4ePMhT//CP+NUKd9xxBxdddBEXrl7NnHlz49J8g5V6BAtv17zwPC/KCVFPGas7KJIa7ENmCyuZxD5h9EghUnoIYSKDQ6WRmkkbI6ctY3BN5/ZkKrbHd5Qq6+IG7YWK9PmkZR/SaoQ9lq3obH9qralVa3HeQykkg0ODqYhG65/vNpYkdcPx2+pNFkHoAia57AWuakp5i70bFUkWKR07p0p0nj3DiNUmAlWE4AICSWFKACpldnsPL04QA1CJYPMfvubDLFq4kAuWLOGtt9/myNGjjI2N8dxzz7F//35Onz7N6nVrmTdvxMDcwwCBoF6pGxRthFUwQXGhsSsV+ZTa6bo6EvoY5m3c+1alMMGA7cD7yWoU048xJJKFJj9yWi8F65VwUdlsOnnUszib0NGTQUl5bdpd2SLqTDIWg2cAEy1Yq9doNJqIOWbRedKL61xCAXCoC7jILmAbHNTNgJhFAOYxmrzKza4YkyL7gz2efF9F3zIZa5LtB0BnpIQs2TqiYRh2fCNTysDgX2bPnsWGDRtYuHARF1xwAT/56TZ279nD3gP7aDSbnDhxgt27d3PV1VdzwbKlKE9SqdQIgiB+x6m8kz1qGlksg9YmY1fstlQSND3bovJoejGGzAfMM0gZsvyxuzRwvqUGKEaWdTsWLzYUzWYzxi3YTMnVqikIW43SmEFUEDZKNV80nm5jzDKFrP6alXKKAsmS5NzN+/SGZMffjdFn80hAeaNfGIT4np9S1ZLl7oIoEM9KcgsWLGBoeIihWbOY+9prHD91AoAdO3Zw9Oh77Nm9k4svvZR7P/JRozo0m/ieT6PZoF6v43s+omKiN8vZYNzAv6TUIJEdRsd+sSeWpglj0B1MoeOKjocsnnSul95+WR7tbEvd+ukku+Pn7chZsFC6bzPxatVafF0YhvHEnGhM4IfmszRbrXjHiRdJqDo8B9mxZZ8jeY2LKaRqTTieqwxTTXo3ukLLu0gN7yfZeWJVNBfyU3gSDyPRSamYPWs2l116KbNmzebY8eMcOLgfHQYErRa7du3m6NGjrLlwNcuXL6deG4htGPYbW2YvtSxIfkOUjMdtkJdSgDaFfacC+zi1iefOE7kWYPvDlXsEwyS86J/I/N6pSxdGwtFe9EIUFxhJGiuTbbYiqLNVI2y1pIGBAYaGhkzhFSniFOrZ2P2skbDb3/F78NzZhew9ruN2fGVyKfQrJVgGkccoujEQO8a8c2X6ds0zKSRSegwNDZnv4klTyUtpLrhgCR+5526u37yZJUuW4EfFhk+cOMnTTz/Nj370Q3bs2E5jooEnPTzp0Wq1mJiYAAzidnxiPHdcWuVIgoBE4gtRyBQmA5eeJhJDMeU/YJI55PnLkxPGZCZOT4B2aXXXxO+mg8eMgjRTcenvyZ1SeoYRNBtNhDQejHPnzjE+btKJDc8aZnh4mInGBHXqKNlpxS4LMHJR0lIuo4xS9j0FEYov600oom62jY7rHVJDt8U/GdtRN+nEpU4lDa0TjQZaa+oDAyhMUhXf81mxcgUrVq7gnnvu4ciRI7z22mts376drVu38s477+D7HgvmLWDDxot58MEHWbBgAY2JRmzwHKgPFD9zoJG+iOwHOiFcl5e0+mEQ04Qx9KsLWftr9sEto/Cj89YTkHVdmvvbKc8SLfe483UTpWMR1VrwQ0W1Vo0j9prNJtVqlWaUi1CFxv5Qq9aAtN472SSiSSaQNIRmx5p9vvNNk1EpJmtghk5m0W0BKQFKBYlapzKuVeJ5PgsWLOCaa65m2bKlHD58mAMHDtBsNtl/8AATjQbz581n48UbGR0dZXBwEDBMWMp8aQdABWGUOsAdRDgVNE0YAxCXPOuVLHOwzMA6bKyaIOJJ5J6AjkWcASCVkRrsonedy6NWq2UMikojqiJlwa7Va0adyACbktDhyYiKFoaddJ9acrWbZ08Bh+dhkoavIlI6jGIE3DDrbswi771lbQvZdrQwkNt2RXYZZRT34nZrtRqVSoVZs2Zzxx138JOf/ITdu3dx+vQZxsbHeP6F5zl0+BBr165l9erVjI6OxtG0TpLGhToxEaRytHQwbSf4SfeVNt7SNGIMyWCoXigpNVimYP8V3JWSGqKPPcUWlzyEopCCsGGiDW3tBFtYxZNeKv4ilQ0oZ7xlF2Xe4upl7Mk+yzCqbDvlk54mQpMjdbBsCvYiaaQIth2rVkFgEI3SGq3ts7QrgsXtRdXar7vuOtasWcPzz/+I119/g/3793HkyBFOnjzJnt17OHzpYa6+5upYesh6f6QUNJothLBSiYRMtuxeNoZeN5FpxBigf6nB5jy0D+9A7hVIDdJLJFh1UNGkzxoty96byl6kDbZgbGwMIQWDg4OxoUpphS/8+LXYhWV3fBcgqRs5kY05LrG8NstUQXLtbHnnigesMwsC56dyJVnNL90mOu5zeW+sobctGZrzeblDGg1TB6Ner7F48SI+/OFrWbp0Ga+88grP//AFTp06xcmTJxmfGOf4ieOsW7uOG264IU4nGKqQwVodIMokZQKmvIqHCjvh34CBdyuFiNSNNv6j0ztWlqYZY+hPanDh5YsoOxGkkISKQubgoqSrqawOLoTJU2jdhGEYxrUTwOw4lUqFwcFBqjWDZ8g+XzdRP29XKcsQyoiqqeu7ZIHqmiUqkog6xiJMhLPKyWlYJDWUsVm4VI+4D9EeG2HCDa2I07Mk4xjsc9n4FuN1kixdupQLLljC6Ogox4+fYN+efYyNjXHo0CFOnz7Ngf0HWLhoIaOji5kzdw5CwPj4BEKYDSIIAoKgYZIBex7Jyj4iIfEJaYoUKfvC6H1dJGlaMIa008VlTOykPBBRL8whNQaR3AW6t500JJYZq4XFmuIyxuBok5Wo0Bwfnxg3maLDII67sD7vXCh2DkNIP1s5m0H2fLdrXJGZWcBUUeRmtn0bJJfdGywkONVuZKEHUsyhjGqRwnDozkWktfE6iEywnknxblWaCIbsCBc3Klr7eBAoli9fzm/91m9y+NBhdu7YxU9+8hO279zO3v17+L3/+p9ZsmQJq1evZsOGDVy4ejWzZ81mfHw88T4VCImIc4K2x6a0RitlmILjWfuhacEY0tSdMRTjGnqndqCVRZn1oVKUTWQqzeQNVBC7Le1ETKazNztFQKvVYmBggFarVfgMeWJ7dtyuXbcfdSTuJ5uqLWH7ECI/nVl83vblyIBcdI9h5PnXlXFPxmPOMFfbRxLTEceUCBHnerRw6SzZe629wYKntNYsXbqURYsWs2r1Kl5++UV27tzFz362jUOHDnP8+AneeONNNm/ezNq1a1m/fn08FqU0vm/ep9DEhkVbL8KqEUJ2SkA/txIDJD+krW0oOs5bSmLjsw9dhMHPUvo6kfm9u9++V6nBxTw86RGqMPr4iqGhIXzPZ2hoiIGBgTjtXFm9vMgWUvR3t+OFfTrSxcVFXTNShSuWpDCYKKJsIJFt2xP9pyexHiFFZwm8eGzRd1PS1DchtC5e6wp3k+97hKGVRhS1Wt2ktweqFZ8FC+azadNm1q1bz+HDhzlz5jTnzp3j1KlTPPvss+zcuZOBgQFWrFhBtVolDIPIi2UyngtbSiA73i4o1rI0bRhDmtKR5XnQ5qyxyEVl9M/2y7P48/wQ5yLqJjWAwSP4XjvEV2kVT77x8XGjm0qDpW9MNPB9nzAM44i8PCoNxMpRwSZDTv0/wQSyC79zF+sNw9CrLcl1vIhc78uqfvFzdhFszQ7vo7Uykl+z1c4ADQwPD+F5HrNnz+aWW27hzTff5M033wTg2LFjnD59mtHRUc6dO8eyZUuZM2cOYPASWgVpBhDnlrDp8xI5QLQ2pvkev/H0YAzRC25/SItYdO8GNirR/u4676LuhrbukkJq2D1KDUkjmzVqgbE+2/Jog4ODDA4OGjRilL9hYGCAZrNpnq2AORQ921SCYaD4XXRU9epY2CWD4RxSQzdPViq3ZE6gl1QyV2qw6h+43mH+fLHGZN/zqEivU+9RBvegteLGG29kdHSUWq3G4cOHOHbsOBMTE/zwhz9k7969XHnllaxdu5aRkRG01vjSBE3FDCxHhbASxZTUrvzgKC8fjaFeUW/5UkJ8JPpXnCikyLJehpIGOilkPIGEELFNwfd8o0Z47ezV9VqdRrOBTCyCIrtB6u+SwU39Ujd3blJqyBaKAVLZO4vIWXioBE/JzfVQIOFlvQ1ZckHh030KdKgIcoKkVKjQUlCr1alWa6xfv56RkRH27NnD97//fQ4c2M/ExDi7du3k5MmTbN++nauuuopLL70UWasZRhNJA6ZBwxw8KTk3Pt6ud/qLoEqkF69C6RZS9FaGPL+97IKxsmBAL1KCbcdOmqyhqgy1Wi3jihIBSpnyZ9a4qLWm0WzEaDjf8+OAK5tT0FVwJSny5pZ7K6Hq5FFXl2XCDmIlhGR/1sjqVGUKwFrQyRCyuQmEB30ksY77zkoNrm/qsmUBhMk5pjEL1uRaw+uyMIXSNIIWAwN1BgbqrFy5glWrVrF582YOHjzAU099jX379nHy5AkOHTrEtm3bGBgY4LOf/WVGRuYxf85cqrUaOgypVCrGBhGhL73I4CkjXEOvEuO0iK40Yo+Ls1pj5OTbb78Y65bSCNGbbmvuE7G1OXmsVxRaY6IRuy+1ao/PQGpNnQmbtszGVtg+ikTjqaB+EHY20jL7nnInaBbCIGTsCrSxCe0Yhc5rJvMqYuaQ42XIUjquJOpfa5PF2+JRYoxMcXu1SiWCeLel44GBOsuXL+f222/nlltuYdGixUaS9H1OnjzJ3//9V3jmmWfYsWsXKgwZGxuj1Wql+mq1Wh2xFb3QtJIYXGRAKP1Zng1wKVWxEjCpsMx5U/rNRXmTuGjiFE38pNifrbEA5kMGQYAnjaV84YKFsccimc7NqiB5fXdzEZaVGvJS1ZWRGpL35xkls5QnNOQnKklcHeMNcvT9LjEUTrtILs4iTZ6OhARt25JRn8adKAr8qnYhh/H7jSJumwY9uWrVKhYvXsyCBQv4yU9+wt69e1Eq5MC+fRx77wgnjx5j/OabWbJkCbNmzYrzeiit48K+RYWSimhaSAzFUeWTkxraC1lH7ajEv/52w/NB0jMYBs/3TFVl36fRaFCr1xgaHmKiMWHOWUt2jlTSa+akskwh+TM+3k0cFcTFaV33Z9vPklJuO4LI7NCumqbdgI7dMA2xytODd0tEyX4MsxapHVsmvpdLakgey+IegiBkfHyCWq3GrFnDXHzxRu76/9t79yg9zvrO8/NUvZe+StbFkiV1t9TqVstXNmDWQGzAIYcBnHCZhWQgMIFkBrI7ZDbJMnuGSU7OZpbN7GTPDHNmd3MZHLIJ2GpJlmywIUAMNhdDwJJAF+tmtSVZal1t3aXu91b17B9PPVVP1ftUvfW+LVkt1L9z+nR3vXV5qt56vs/v+v2985089NBDDK8aplGr06h7HD9+nG9985t8/3vfCzuYCcfB9zx8zwvNiU5k1msMMFOtQQYQYISaiFTyNM5ASE/Dzas12FZn7eU2mZiECJqVALWgYa0mcEkyN2eufBlaQ17fQhMYJIp77PdELHQX8+SkUMMlcx0iNuvm2gYllvuWwgCE9AhB+B0mHoH+/m2aQRZbtWOMM/mp6fALncxBmnJqtaP0A/eECPNWdOWt5zUol7tYuuRW5vf1M6+nF3zJ4UOHOHnyJOfOn+fEiRMsWrSI22+/nRUDAwgh8Hw/LP7qRGY1MOjMQIAUlvAU8RFO5FNwAWk4l0zVOK14KC3eb8uhMI9JSwVOHqMnmSe9oLhLUHAL+NIPiVLcghuyC4d3lkK62vRyu/EXPjVDL231tsX//cgEclwRVgH6fsJR54LXaGaM1tcKJ2TCOanGJJBEtO6xccvg+/KbE+CCKzf5GswiqLClvXFvvvTBixdN6fGa4NAcJY7zI5jjdBPvj/4OzVOYTkkn6IOhHdCu6+C6ZRq1OkWhWKu7evuZ19vP0iVLGBwcZGJigv3793Po0CGOHDnC5s2b6evvZ9myZaxdu5a1Y2OMjI5SrVbDCEU7MiuAIbm6mWzE0QPOU3kZqHaOjjjYfQS29OGZxvkzbe+MIiLXdRUPg6Pank9PTytnoy9D7UGmtBfKytgDeyKYOd6s3IuslGLhEoKC7bzq+MjuBqyTMo2lWiS/ZxmArueH52y+tA43x6tWw3MmHLf681hqtOV5OGgQb84VsIn5LunkInMsadmKwlGO52q1EvihBAXHUZW/weqv06sXL15MV1cXt956K7feeiuu63L06FGuXL7MgRdf5PSpUxw/doxXXnmF++67L3b/eaXlnQoh/kYIcVoI8YKx7U+EEMeEENuDn4eMz/6dEGJCCLFfCPGutkZDHLnNn9YJMB7CIaYpaEm1dWW0OtjAwvyddqxOZU5Kpp0volXS87ywxLpYLLLglgWUu8r4vqeAoRARgZg/eb9o2366aKuVmNcDBUS6piHclnYeJx4Nas2GnExJD8bgqxVXeqA6kCXvR78bdr+Gjja0ukedhWqOwBUEdGopDmWndRQjK1wpfT/SOnylabjCxZGgX2Ov0Qi/74bnKfq/SoVSqURvXx+LFi2iVCqFoCGl5NVXX+XIkSOcOHEi9p62I3k0hr8F/l/gS4nt/0VK+Z/MDUKIO4EPA3cBy4FvCyHGpMwXZZZSKgeWn9a8xOwKqEWfWq8YxvmS8e8M2zFmn+dI2AHsgJBmhhhag76/YrFIoRDlKUxPT9PX28ett95Kd3d3dB0jSUbzM7a6XtrY25H4ueP+GYhAIevl0/kXporeamzh9+ao66n/kxpg8/dtO1eWJKMtQig3uCrybPYh5NUa0kRHKGxhRCkl1UoVQNG4GQ5Jc/Epl8tMHjvG5UuX2L1nD7t27gz7kUxPT9Pf38+SJUtYtnw5g4ODOI5DwXWt72qWtAQGKeX3hRCrcp7v/cB6KWUVOCSEmADuA/4x6yBB1HzF873UySkc7X3WZoXmT9CrhT30ZIv7m2G/VqxFycnXqdlhAoLwo3PXajUVqnRVf4RqtUq5XKa7uxuvEdjbAZHHTCSZgNRKHOHgi/Rq0zTR4cVCIWLhTrtm8vlaCXkdJ+CG1I699PGonpUgEguIzTRK+oWUhuAjcCIYzAG8aYuIHm8rijXtg9AT2DNyIRqeh/RVAZcjBFNTU/z0pz9lz+7dnH7lFUXmEyQ4rV69mpWrVrFmdJSVK1dSKpdDLaJdmYmP4XeFEL8JbAU+I6U8B6wAfmzsMxlsaxIhxKeATwEsWXpb7DNzBdITWNmjgOMF4GDPWDRfrFYFNGYtfvKa7UiaIzJ23WClb1RVm7lqpRprUX/58mW6u7ppBFV0UsqQxMV2jVbXm6nocblBa1jIMBuaxmPmGDSfswm4zQiNYzcpopMp08GXzdqHH2qPWrvI9z06QuCK4P0i0gysK3sOrSHLee2IeN9tm1agQaTRaOC4KkJ14cIFLl68yN69e/nHH/2Iy1euhM7KYrHInXfdxdq1a1k9PMzChQvp7e2lXq+HINOudAoMfwl8DvX0Pwf8Z+C32zmBlPILwBcA1t5+hxSOwMWNmREmfTdEL5DSHDJWjQxA0NWMwRjSxqaua3FiabGBQdOx5vwItheLxTDdueE16C52hzbi5SuXKRaLlEol1Z2qpLpTaR+E9jfYJC84tNIamn0jQq2+QuI4PrYcAvP+mk8Yz1PR184nkRmjv/O4U1ORumjAchz97AE8hHCRvgjvNVZQhU6tTjEZDXBIarBpGYVJZ6cGAq01mOfVk1+TrDiuixdwcGjz68SJExw8eJBdu3Zx4sQJpqenqdVqeJ7H0qVLWbhoEXfffTd333U38+b1hzyheiyu61Iul6nVqtgW0SzpCBiklKeMB/Aw8LXg32PAoLHrQLCtpYQPnfgXGNKtW0JceSS5qui8hazJbmoQensSLJLHJKVluNMRONIJMx41WMybN4+ucheVSoXurm586dPd302lWsGR+VJ2W4kNHPI8UxMU8ptW8ZXbfMY6HCkTnI7NxxOOUU9wndYSdmWysm5pn1QcHJS5cPUkOfbYvRng4AgBrhvmGWiQ8H0fL1j9Hdfl8qVLXLhwgaeeeoqjk5NUK5Vw9XeE4J577mFsbIx77rmH/v5+3KAqFwLmca2BSMl05Yo672sRrhRCLJNSngj+/aeAjlg8CawTQnwe5XxcAzyf85yxl9WWNhzbP8NObqfsWl/bNhZzlUhuSw0Btli1tfNRx+0bXgOv4YUNSPR5+3r7EI6gXqm3TFSZiRmRG2SlINkgMf91JSYFWmz1tfhwssdLbJFXp9EaYHxcQqicCBG85u0CQlJrsO6TApBJk9R1ovvXExzXxfM8/GB1v3TpEufPn+fwyy+za+dOJiYmQkCQvs/AwABLb7uNd77zndy6eHFYLKXTn7XpEYyAgivw/c4gsCUwCCHGgQeBxUKISeB/Ax4UQvwC6hs5DPxOcNO7hRAbgT0oJ8Cn80YkgmupP0wVPOEzyKM1tMyNT9EAYjHtBCiYx1lDgB3Ycq7hLXZEELp0VYq053sBc48XFlCFjEPXud9ju6I5EptMina1nxgwKado+vchcYKohkDGSFTbkTxmQxaomYtIw/OUP8Nx8HwfT/crnZ7m/IULvHz4MDt37uTgwYPUajWqtRq+57Fs2TKWL1/B8PAqRkZGWLF8OYUAEBzHCbk61OKhfDBm/wuTmzKv5IlKfMSy+YsZ+/8p8KdtjSJ+fOz//H0H4hqBCQ7JpBZIB4TkWNI0gySItCv6hSm4BbyCwk6v4YXxaO2ANG3GZDeqTgHiajsqc16VVHs+z3gsoGAeHznwjIXEl7gI2mWISo4r67tuNXbHdfED5icNCH4ACI7jcOXKFXbv3s2OnTuZOHCAWq0WdiNbvHgxK5YvZ9XwMCMjI9y6eDE9PT2hQ9rzPCqVCq7roiKhJvOYYyxo7UezZkXmI7RWw/VEMLUGLXkboeZxIrb6PC0HIu38aWJWfkqpTIvpynQIBlIqqrdSqaTSpINwptnOrFVOvynXBwyURM8wnjdgM9VMafZ/NAMCaOejH4GCVDa102GNYJp/KM82LY7j0AiqHQuFQmxlF0JQrVY5d+48x48f4/EnnqBaqVCpVnEdB8dxuGXBAt7y5jezang4bErTVS7HTFnf9w2i2WY6wpl857MCGGq1Wos4dtyr3M5K2QkYADHG5nCbRt7g8LS4uE0EUgXRfD+kupVS0vAaTE1Nce7sOcrlcthsplQqqQ7JgR1aLBZTaeyywEH7NMJxzITFyeJnSBOrphX4Gky/QtJnY47X1PoEAuVxVCCQ9E34vqSgcxc6vMXU55fhB9FRBc2elNTshOOEYcXTr7zCK6dPs3PnTl544QXq9XrofJ4/f77KQ1i5krGxMVYMDOA6DuUu1XxGV2uqcej7V2zZwhH4Xrw8XZsP+ne7ZtusAIazZ85Yt4ehJb8z5IfsiELeY81kqHbFCaKWZr2+9H08r470oburm0qlQsNr0NPTQ7lcxnGdkKjF7GfZydiTMhMWJ3WC1uDQyXg1aY05tvgzV5GHyIkZFVo5oHpAXM1QQ0LSQME0E+r1Oo7rhkxboBaCer3OufPn+d53v8uOHTuo1Woxp+LomjUMrFjBXXfdxdDQUPj8evv68L3oPqP3OBqPlHHfTXzMEUu1aLM6eVYAw8WLFzjw4n5GR8eA5pXYVoDTjswkxJcGClmtz/SXVki5bEjm4Xt4CdCr1Wqhj6ErWC30edOcqrYWa+a4aJH3YbuPayey6VmlaTXpYw5WTl8ifNFuiF6dOyP8nLx/W+ZiqCkEPiFfKlZofbwvVen0mTNnOHvmDHv27uX555+n0WiEgNDf38/y5ct58MEHGRkZCfMbdLTBCxYFNUatHdDEtxKMcAAAIABJREFUPaErSCGd1KbdxWBWAAPAhvEv80d//LnU5KTZ4om3+S2SL5fWErLEEYJioUA9KJJpNFQDmlBrCKIUhRmQbbSjNSSdsZng0EJryIo4SNJXOD22sC9n8mUOtQKB8J0w0mDzWWRJ0jxIiz7pv5XGJ8OQo+f74Uquw4NhunagRZx+5RXOnzvHnj172L17NxcuXKBaqyF9n96+PpYtW8bAihWMjIwwNjamahoKhRBkvEYjQegaD+6ZY8y6b2FQF7QjswYYnn3mO/zKr36A1/3C62PbXytewzxii26YEmC25bi0fAsFILoV2eUrl5menlb5DEbZufkC27SGPB2X0ujerkbCVLtijsXMXzEl1aHrq9AnRGZZ7uvmyDMJ050TnaULrhvmIIAChFgnqABAKpUKZ86c5cc//kdeeOEFLly4ENbC9PT0sGzZMgYHB1m9ejWrV6+mq7s7TE4CwkQ3zb4UvTv2JK5o3CIIvkRaQ2h2dWA+zhpgAHj88Y1NwKDlemoNrQBBSonbBiCYovJcVDZcd3c3fb19yvHpSwql7AKYa/k8MrWGHA7I7NU7Cl3mNlukzCSZb6U1ZF2nlaahIwwQT1QyQUEIwanTpzl58iQv7t/PD3/4Q8XBGBzX29vLG+69l9XDw4yMjkb9Q0SUFWmmQze/O7posPmem59Fc4+JbPrEZplVwPCj537QlMSjqy2zxAk8/gDeNfRApYUpgw+BZjBIW9Hccjlk8i0Iwbmz5/A9n77+PlVy7Qh8zw+b0ZjXT1LR5Qm5Jini8kzI2IuXMxqRlLRcACm9pgrI5H4qetN6hU8+Y9v3ZPMBmYAQfmZ0cTKrHEPiVp21iAIJnX+we88ezp45E4JBuVRiaGiIgYEBVg0PMzQ0xJJbbw1NBXPMvuchddQhpfWcEhfFOxL5YEKfRkr/iugaV7ns+rWW577/Pe5/4G0xDSEN0U1AiLZ1ms6SX6yZdhDl5AZiAwXhOIq9N3jZ6lJSr9coFl2KxWIYuvU8BYglp4Rf91PtxLymQMcmQ4eAAMq5qjIQlZHVPAalOVh9Hsjc32VqJWQOn0MSHPRvk+VZWkD/7NmzHD9+nKeefJKTJ082mR333XcfQ0NDqnP1vHl0lcsIIdT36jhhGLqRGGPr6s3IpAifma+eNXSWzGSTWQcM69d9mfsfeBtgTzvVD9EGCqBXmGujNWS+ZMJBdz1J0xKmpqbo7++HoB8lqFWnWq1Rr9bwpd9EFS99iVtws7WVDEnNq2ipevthuXWnL5sQzeqvKZ7v4SS0BiGlhbbt6ohNa4D4M9LahWs8H4giE2fPng2rHvft28ex48fxAxAXjsPQ0BCDg4M88MADLFi4kO6urhgnghARUav+vz1xcESUo9Bpp6lWMuuAYe/e3TzzzLd58JfeYX150wAhj8zUT9H6eIFMsNaa6N/d3R01Rg3syFKphOuq85ZLZQpugYKrquVUrLvZlGqOgjSPqymL0OKFTxNJBAozFSd0otpj6YpYxYGwtgHaBXbpp/edzApLmlwFJt27Dieatv6lixc5duwYBw8dYt/evbz88stBmFWFLJevWMHg4CDDq1Q9w2233RZmsJrPPqyqtIWWcxLxOI4bagiQXEDbr4uwyawDBoAN41/iwV96RxzJUQw7nUoyjTivmC9Wy+McJ0ZnnfyiHVeZC1NTUyEzTy2orpO+r1rTBQzROn0WIoYfGyCYf5tcE7Z7SErSvlYbJUgwG73M5GWzFfHomLtm4IqqHuPNWvJIGiikj8dCoiMi/0vsuQfjuHjxIs8//zwvvPACBw8eDE09gGXLlrFixQpWrlzJyMgIS5cupau7WxGy+L5KcQ4IXcN3KWH65AUEfYwvoufU3CjH0v9CiBs7KqHlpYkJfvsTH+Vv//aRIGzd3k25SGRGplcrcLDZtmYGZGZ4sFDM5Lqv1+t0lcuAmhb1ap3KdIWpqSqOKDB//i1hHF9TuWkto7e3N6R6MyVtPKHNHDhzdfQjFruXwaSUEtkUMswGh6RDMfWZJF9WXyJ8Hzc8RIKIMzHrSdmqMatwHKSX/rxtztYwAS0IQZqORiEEV65cYXJykuPHj7N//3727dsXff+uy9IlS1i+YgVDQ0P89298I11dXZTL5RDsHSFUDkIABr5lfE2LhuUd91Luy5c6+ctMKXeNpjkCz2DF6kRmJTAATB55ma89+VXe+773t31sFLtvT0wzxRFu7gIlSE6M7P7Net96XRVGVRs+Z85fxC0UAUF3t4pr+76P76m8hYbfCOnktbRrFumybnVPfpNfUUgZesezJ7o9wzJXpMO3k6FqsTnfssDBZFhqJab2l5bEdPDgQY5OTrJv7z727dsbAkexWGTBggUMDg4qp+LwMEuWLmVefz++74cVkeHzbSO/wgYKafern03Y/EcDfAIElHlqgGHOzFctsxYYAMbHH20LGOKhLh+ZkX8Yp/nK57eQUiqbOKE1JFcj6dsalESiHU+1hkexWMB1XRYtWszRo0cBcB2VWus6bowVWvMydOIr0S+46zqq+ap1J5rMe1NrmEkylECBAkSqdHpmph+G7VqBQsvrJvxUyf+1tlCZnub4iRM888wz7Nm7N6yB8KWk4Lrcc889DA0Noasdy6USpVJJMXwHWYsQ9ZJIe1bJ+7GlWlvvwzHNRgG4+E7clLABTLuAoGVWA8OpUyfYvPkxPvjBX8vcLzUdlGytwTH2az42AoDUF9ji4AO1kgufVFZnp1AMUmxVVKLR8KlVq/T3z6NcVoSwQriUyiWcoDjH7C/hZzgG08bqCtUgptXUTtMa8vgYbNcWEkMLy5jkKU5R098QXwGzk86S4wrj/YbJ4Ps+1VqNY5OTTE5Osm/fPnbt2hX6fKSUzJ8/n9E1a7j//vsZHBykFACCHxRHJesjTCdm2jPJc39g9z3E+2O6+I7XdLzZadvrpJCEWQ4MAOPrHuG9730/pVLJ+nnWKpalNQiU6yL1S5PSjhi0LrdWvJK+/coBAWmxUKTRUPH7RqNOtVZFCEFXVzflchcgwslYma5QKpdmtGK7efPlDa0hVFM77BsqdFKN5QXPozVAlBWqNsq2ACG5n7l/o9Hg6NGjHJ2cZOLAAfbt28ely5fDa8+bN4+RkRFWr17NioEBRkdHKRaL+L4fZjNGXAjxCZkm+l6TAJkn5Gg3N7TjVHF7hOXqicfdjnNWy6wHhnPnzrJ582N85CMf7ej4pNagpqXhEc5AdCGztQZTrY/ZrAHjtXllz/fAESpuL2WY/lqr1nBdh2p1Ojyn11BqbK1WoxBEMvRn0Np5GjkYASlt8/KaiVBoq4MbMckzAWJ+ACP9OG2/pmsnPk+GuxtB0drk5CTf/e53mZiY4NKlS2Hosb+/n9HRUYaHhxkYHGTl0FDIvuwHjWld44FG1YwZC1TGO5aHjr4ZFCS+VEDgAcKJMh917gsQNjjqRGY9MAD89cN/lQoMaXFqLRoEOltrJWaNa7rdmF727COR0seTEuGDECpv3fc8vEaDStDlutHw6Onpobu7m2KxTKFQRPoeDbwm2ngdlrSOR/ogJW4Lb36WCAmyjQcW5DVGz1gIJBI/0ArMlz9WeBR87hj8BeZlpa86RWSFW8MoRpBRaIYFHdfFdRwuXrzI5LFjHDlyhGOTk+zfv5+z586FuQrlcpmxsTFWr17NAw88oEhxgiKpEFA8j4Lr4hAkf1mpTCNzT4/PHKs2N2JHWOsi4hKZGxLVUyPuW/A9P+x/qjUIDRB5HbNJuSGAAeDsuTMsXLCo7ePCh9KhGt4qk9LWSl1NlGDFEjod2PhyhH5xFUCcPXuOQsGlVlVMP8pscHAK2lGWk083AIWZig7X5jmTcoNlrJYWcEh+nhSzXiEZSQj3CT7zjWpE7TDUYUWv0aBSr7Nt2zZefPFFXjxwgPPnzoW8B6XublavXs2asTEGBwYYGBig3NUVrtA6CSrKH4DsJO34u5JMt5ZSxs4djpVW2lRGFMfQUk1QCI/0vY5yUG4YYHh802P8y0/+j6mfJ1fQtMw/m7RCVdWLKRscIA4I4bklEISxTBIN4YCQAsdV7L7T05VQZa3X6xTcAm7BoVQqUq1ONY/J9FIHjVeTdmurHAAg1oMgfs/ZjqsmLSH5eWBSJKVVk9dwv0BtN5OPNMjoz0DlIgjHCXMF3EKBWrVKfXqaU6dPc/zYMZ5++mlOnTqF67qUghySguvy7ne/m4HBQVYsX64qHQMtIRynfoaOSkNuXbnhk+ytmgS3pmfU8nzaoR1pW9au3BZQEI5AyGvEEj1bZHz8UX71vR/gtttua7lvp3ZVmuTRNWxl10KIoB4uYiBQDVIKYeKfbn3uOk5ABy7o7uoO7MPgGFWhFVZIgjJfdMagDOz5PEBgiqkqJ1ctgT2qozJQhcrUyHktU2swt5mS5lQ0NQVtJjiOonl1XZdGo0G9Wg2dlNVKhWPHj3NscpJDhw/z0sQEZ86cUX0cA9q14dWrGVuzhre85S1hlqITFDbV6/XQj6DzPVw7xqWI0hpaZZsm77NZmnW2psrdRNSoE0KWNLlhgAFgfPzL/MEf/K+Z+1xtUNCSpjWo/ifNNCjmC+AgAps9nhYsUUzQ9XqNSrVKb18vXV2KFbogVBisVqsDqi2feazQ5oU5cWTzi2QDizzecwBXODQMLcdFxI5tqWkl/AlgmAkp/SGTSUfhtQwCFZ0irqnTtWPw2PHjTBw4wOHDhzl06BDHjx/HLRToCpq7rlo1zNjYGgYHB1kxMEBfX19oVmizQQjFrAUayNp9n5q1BvPeklqC1tb0c1Dfc3vXDIlfU5m57JRvWXJDAcPXnnqSD37wnzE0NBTbPpMwHuQDk+QVNCA07WdRFwVBXruxvVAooPqg+DQadXyvwbz+eUhfUq+rdujlUhmEg+9FhLACcKRv9Zmkqe/hmC3HpHn89bhFAHtCRuHddp63ec0srorMTMsAFOr1Op7RlUsDwnSlwquvvMrT336aIy+/zOnTp0NmbbdQYPXq1axdu5aBwUFuu+025vX3q/yDABS02RCBlu6i3hr8kqLAON0vZSZWRSnrfkeAYD3/TMl+A7mhgAHgtz7xUb7w8P/H6Oiato+dqTZhMxe0JD3QzceqBCMf8ALK+HK5RE+v6k/puAGTT2DnOgKqtQqFgku5XADf7LcZLx82E3iSGoKus2iHO1Jn78kguhGaNIlr6nu1+XOSyTb6bz+hJdhCwNJ4DuZ5CkGUAeDsuXPs2rmTAwcOqHyEo0cpFAqUSiW6ursZHBhgbGyMwcFB7r777tj59dh1n0ftvxCOE07nJDikrbq2pKIsfDYBQXM5zqQYMk4ZH1zUJ949PKB8a0duOGAAGB9/hD/+43/ftP1amRFKwlcmey+Lqhj9o06jOl4rU2BqakrZyEENhO95OK5QqdDSo+CA9BqhbZ25whuTNE/VYcx+T4uzy/whr/gLT/h3UlMxTYimlGXHoeA4NIKIQk9PT5hlqM916dIlHt+8mVOnTjExMYET+Gd6enpYvnw5t99xB6tWrmTZsmUsXrw4utdEWnEjq/jKcZF+vImLmR5u3mcUadB5F+nmRPCkAoe15bvM0WQ4rIPIOeEjcMgvNyQwPPvMd/jQh/4Zd9xxZ9Nn7aq6raXzc5npt/pMvtdASpdCwcVxFIvPpSuXqVSn6e3pplQuUKtVKQiHQkE5GH0ZMTqZ0upeY2Eri58hebzpkU8rfbZpDXp7p3kT+lwKMBtMV6uIYLJXq9UQFGrVKrv37GHvnj3s2LED3/cpl8sUi0UKhQIPPPAAIyMjLFu+nMWLF4fgWCwWQzvebEHvmkCb+MyXsiXZrB0QIk3AacoYVXkI6tio14j1mVhMgmRmY3LCxzI8Da1B+q1JcJNyQwIDwPi6L/O5P/0zAKsDa+bgkBqII0tr0F+AyQ1oiiNcqmElXoFarYbvq8BgtTrNolvmB/0oPKLYAGETk1Z1G8nkofBzw9lnrpzJCECWRpL2mZcxefSYbFqDFjcY1/T0dHivupahXq8zNTXFnj172P/ii5w4fpzjx4+HxxYKBQaClOX777+fW5csic6rW84nNIOYsy/lPdGFSl4iS1YIXaodsVuZgKAnoRACXBMYIlBIXict2qCDwebEbvJhWfgfTVKcdrketdywwPDccz8I/27VqrxdmSmwmJM0uTK7QlAOiGBrtRqO61Aud9Go1+jp7mJ6eppbbrklpuabcXwAGWgPpr2q9zMlLSQofT+IzYsY4ak+hw5dttIazHyCvJJWXVj3/dCpWK/Xw3Pv3LGD3Xv2cPLkSU6fOqWeWXBfCxYu5I333svo6CiLFi1i6dKl6pyBv8BmTrUysZKmVZSd6VhXXk2vZvvMl55BpmMHBdsziY+39fN1hIDAR0WQ4yalRHqdm9Y3LDAAbH3+x9z3prcAhE6t/HHiSLRzSR2TTUAbHEGW1mCbXOb5HFSXawE4nqR6ZYpGrR4m2RSLxVBDiGXPJSoDIW7nypSJnAwZmmICQnJ7cvzmudoI7KdeM3Y+oFqtUq3V2L9/P7tfeIHjJ05w5MiR0ElYKBTo6+vjDffey/2/eD/zb5nf1OxVi5QyxjZpc5BqSR6n//eMTEqIVHfzWZgaggJvbaa4sRU8S4RwcAKTUTgiljZm8i6EC4FhJuhxOCKqkXCc5iSrduWGBoZHH32E+970lphqaEo+p1kECu0f12LlSTuH7+PX68qGDvoYao+7I4y+AhbPfhpY2ViNtWRxAOTRjGZCOGomUZnj0ufUacyVSoW9e/eya9cuJicnOXvuHNVKBd/zmNffz6JFixgbG+MNb3gDPT09LF68mHJXVyxz07VpTBnU8mn3rtOgI5s9+LZTVm8TEKLr+Ghm7DyPTwgnSKSKAD/5vcWdyzIEDSA7S7UD7feGBobt23/K97/3Xe5/4K0dHW97YEnPs/04U7to/a0nV10RmBO1Wo3K9DS1gOyju7tb5fgHBUHJ47UKbdr8NjU0MzKSIeb4bOduN7NST1obIOjU5kajQaPRYN26dUxOTnLu3Dmmpqbo6u6m3NXFkqVLWbt2LXfecQe33XYb/fPmUSwWQ3o8M0FIZjhbk88hC2DTHI7mRExuTxP1XWW/UzYzJWZmpPQezd2PNGXcWXJDAwPAunVfzgQG2wraPHGSZKXpHQ2S++UtcNIvqo6b+74ftjivVavhuJJ2p1krkHVP+hpp7EG21UdLGnDYchFcx2npbNTH2FiYpefFAOGll15iy9at7Nm7V4Vu63W6u7qYP38+/X19vOOXf5mlS5Yo1qTgeUHcuZsVOUjyPtgS0FKPja3QkFwEtG1vo3JX30U++n0NCnmyE9td/TtNdmoJDEKIQeBLwFLUk/mClPK/CiEWAhuAVcBh4NellOeEGvl/BR4CpoBPSCl/2tHocsjevXv41rf+nne966GW+6Y9VPXlx7/EJMqnf7npJkXSlnZE1Bm5UatRDRxphaDwRwhFIprdjSh+P2laQ9p+SbGt5to/0hRJyOUsi2jZTLIVx3FCbsRGo8Ghw4fZtnUrhw4f5sKFC1wJSFLmz5/PvP5+7rzzTsbWrmVszRpK5XJgQ6vzNYKsRnPMIqxtiMCsKUSbyANpWiCCsdtTtZuTTZOLhAaC0EwKNcUWUZsM8uDo/hI8Czk1AG1yXAuW6AbwGSnlT4UQ/cA2IcTTwCeA70gp/6MQ4rPAZ4F/C7wHWBP8vAn4y+D3NZPNmzZmAkMelLWvJq0r01ppDXpC6EiAF6yYjsFQ7Lhu2JTEESJclfXLnbSd89yLGlvr5CUtSVqyWJ1CzuubeQJhx6XgXhqBL2X//v3s3LmTiZde4tLFi1y+cgWA3r4++vv6uP322xkeHmbFigGWLLk1bO4qDN+La4BhqzwDG4DluZ9WDFN2mnb1vpjXtWldNrEBceSHUVERXVqtnZTtgEO70hIYpJQngBPB35eEEHuBFcD7gQeD3f4O+C4KGN4PfEmqp/ljIcQtQohlwXmuiUxMTPCJj3+Uv/27Rzs63nEEDS8gOHGaE1Zag4ObCg5+EIYLuxcHfSRcx+Hy9DS1Wo2zZ84ov0NXl2pb1miEMfhCACzqOs3mRJY2kJZLYYZBtTQ57jL8FLZkKT/0mCsAFI5DZXqaSqXCyZMn+dn27ezZvZtXX301vP/e3l6WLVvG8KpV/JN3vYu+3l7K5TKlclm18TNWb9fICbDlJmgfQ3IiJ9Ow21HF4+Dg5XIiOo4CfB1l0OXQ6hnmT5ZSB6h71FWTSTOzLXBo04Hclo9BCLEKeD3wE2CpMdlPokwNUKBx1DhsMth2zYAB4MiRl9m8aSMf/NCvd3S8G3AxajahdlHWZrObYS+tTkvHgXpdvdy+z9SU4lqo1xVJi65p0Ctu6GuwXMe8VlLyrFh58jXSHIf6WF36DBjPTvEivnzkCDu2b2fXrl1cvnKFyvQ09Xqd3t5e5s+fz/DwMPfccw+Dg4MsXLQopLFreF5YBu1LGYJCvAoxu19lJyE6PfZ4WDef7d98fWKgAK0d2yafgs1ETMsrySPt+iZyA4MQog/YDPy+lPJiYiJIIdrrfiqE+BTwqXaOaSWbNj3WMTAAMYoxiH+R2VpD9osjpaQehCdNKZdKqiagUlHOyFIprPrzPS8grLWHPf0MFTq8rjGJzJeqk0mTFvnQ3JWgtCHP96lWKpw7f55HvvxlpqammJqaCif1kiVLWLVqFa973esYHh4O28Hrhi3VahW3UIi0Bn3uHGPOmjjJrM9W1PMK/JqjTnlBpxPWJJ2x2KTxWK7XjtbQiQMyFzAIIYooUHhUSvl4sPmUNhGEEMuA08H2Y8CgcfhAsC0mUsovAF8Izt95oNyQU6dOML7uET7yGx9r67hkbDi/2FcsU0wA1VpArVZTTsbgJVMELepFKhaLuAEwOEJpMI1GQ2UqZowky5+gJ4QZBjVBotVqkpxwvgYuQ3VvNBpUq1UuXrzI1m3b2LplC2fPng0BrLuri96+Pt7z7nczMjpKX28vPT09uIWCyueoVHBcl67ubvWsGg3rWJL3lKY1WJ+RUQtBEBa2nBnfa2ADBPPvdL+NHzgqU9jJM7QGkaAItMlMtIZ2JE9UQgBfBPZKKT9vfPQk8HHgPwa/v2ps/10hxHqU0/HCtfQvJGV8PD8wNGfDeYjEI7FrDfYvNk+qrSNELPUX1Oqv4/HVWo2enp6Imjz4TPWFiOcxZEnStm6nM5LtXGCvMZBScuXKFS5fucLWLVvYsmULU1NTVAJWpVK5TH9fH8uWLePuu+/mnte9jp6eHlX45Lqqt0OlQqlUUuDVaFiTsaIVMr2wSTt4bccmxf787GZDc6p5PAMyPHoGDZNtYnNmJiVNW0i+I+2CSR6N4X7gnwO7hBDbg21/iAKEjUKIfwG8DGgd/u9RocoJVLjyt9oa0QzlchD2yhK7l1nHxKPwjv2ht6ZtT5u4Dc9T9nMwyR1XFVSB6oStk3Y0AOgeBo7ZWyFDbFpDHtU5bbwarML/jVVa5yJMT0/z3HPPsWXLFi5eukS1UgnPt3TZMpYuXcodd9zB2NgYPT099PX1USgUlMlRrYYl077v4wWJXnklS2uA7JCr5WxA3D9hBQTjb+l15s8IJ7yj+k220o5sotOxm+7C/L6M77Xd7NU8UYnnILXU8Jct+0vg022N4irLww//FZ/MII5NTXYJX0oJaHDwmuLXecTmBNPJTdqO1mnQ1VoNz/MUyUhga7sWlT/rfszr2l4Ct8l/IppeIlAvUMHc19ASGp7HlQsXuHT5Mjt37GDnzp2cOXOGSrWKIwSlUoklS5eyePFi7rj9du699166uroolUqUu7rwPY9arRZ2gaZQQPp+1FA2AQrJSZ3UGpJ9J2yT3gSHeDRG4rrJCRPvB6nGlJL7YvaNDN+n/B3CHUdT0nnIIJJhBXZDa0hev2lMslnjEcLlsQ3reeyxjaljsckNn/lok/F1j/ChD/06CxYsTN0n/uXbKMyjpKd2JI+XX/MDVKvVcFLU63W6urrQ2Y9WX0ELEyINFNIKpUxw0PZ2MizoOg51z6Ner4esST/72c84ceJE2N25WCyyePFiFi5cyJqxMe668056enqYN29e2MKtVq0ipaQUOFxrjQZuQXFOAJjVwclaDpszzhynToVupW1EYJ2eyt7Kx5RVL5En/dkcS8NTztVOiFTSuBqS8rGPfYTz5861d3J+ToEBFDj8q0//zy33y+pr0InkUSu1re4FTWd0SnSYC5Dz/OYKYzvOViyV1C70/0mNImRgrtdDH8L69es5NjlJpVoN8wyKxSIjI6OsXTvGXXfdRW9vb6glaOIVDYZCiLArdKnU/Oqlqf02cEiONa1lfFwkJiCY2YpaZlL+bJ5XOSGztQbf89Hdj2NmSqC5pGVEpo1RPS917W984+/ZvOmxjkABfo6BYdOmjfwPH/o1blu6LHWfqwkK7diZZkMVTVqq1WOzSWqn18xjV0upCFYKQQamWcuhfRs61Dhx4ABbtmzl5cOHQx9JsbubhQsWcMstC3joofewaNEiurq6wt4YQgjq9TqO61IynK3Fop3yzFwA2425A03RFjBzOSL+RgeRreJbbPKswinzs078DbqDuT5nLFnMtn9iux6vrq789ref5smvPsGhQ4faGkdSfm6BAWD80Uf5g//l36R+3k5cO0vaziozmqE2ghTpYrFIqVyOhQA7EZOuLA0QYjUWgRNRCBGO69KlS0xNTfHyyy+zdds2Dh48GJoCxWKRRQsXcsuCBYyOjDA6OsqqVatC7aBQKKjsTc+jXCrhSxk41ySKlSrJFWA+d7uTNc+zcFK0C4L+DGmh6GTauzUqkahTMMV1HbwMlqQ8zV6STkLf85vGkQpUrjruB9//Hl/96hPs27cv81p55ecaGJ566iu8730fYGR0NHWf1xIQTCkUCkrNDlJuHSHoCoBBr8ppYgOOZJwAlDJ3AAAYH0lEQVQ9S3QNg+ZCKBQKIaPU9PQ0+/btY+u2bbw0MUG9Xlfg5XmsGBhgwS23sGp4mLE1a1i8eDHz5s0LtQMhRAgy5VIp2Ea8D2YwR2wvvs28b+cZx00PH2hWxXXVY6aKb4taWQbnGCt9CBwdgHqY2GRlgUqERP3mz3+6bRt/9mf/Z1vXbCU/18AA8MlPfoI//4svWIljZyrtvAQ6fbhaq9EVULvppKBGoxHWUjQ8D8f3cUslIN3h2GpbmLQV/NaVhV6C2mx6eprz589z9OhRtm7bxp7du6lUKqFJM2/ePJYsXcroyAhvfetb6enpobevL8xytNn7vpR4XqOpy7bqrtXMshz938CZwSvp+fXUz8zJ6zvEwEG3kW8lWexYsWsZtj6kaw26VFszhEffWbxKMwkG+/ft47HHNvDjH/9jyzF3Kj/3wACwadMGK9381ZBW4OC4LrVqNbS73YAaXTv2pqenFb9hkK9ghidLwaqbZww20RM3XNEDTUFnKlaqVSYOHOD5559n165danxBJuLSpUtZsGAhg4MDjK5R3ZsWLliA5/vUqlUKwX4aIOLOy7jXP0lDZn1OQtv+EtlOq20IrpWDy8CSm2LyKLSb+Rrjt7CcOyt8aQKk53sU3HxT8eDBl/jMZ34/9xg7lZsCGJ595ju8930f4Bf+u9e/ptd13Mippiem7sKsPncVi1OlQk9PD0BIFKsdUFnAY43b+3oVikqeZVDEpcdRq9W4cOECp0+f5otf/GJ4nXq9Tr1e5/Wvfz2Dg4MMDQ0xODhIX38/PT091IJsRrdcVklOQSRAOzCjcToIx27XW3kSRLZDMF1kmGPSjvYufRlqDZ1KmrnRbvFd6OxM6Uqtzzd59CiPPbaB73zn2x2Mtn25KYAB4PFNG68ZMNhtfvVbE4p6vk8hmEiak8EPkpo0TbrXaDBdUV2vncBed1wXmRKKS5oZui5BJ0dp7kIRaCm1Wo2LFy/y6quvsn37drZs3RoDhHnz5jG6Zg1vf/vbGRwcpFgs0tvbi5Qy1BIgqmNwgwQl09mpnZrg4jvRuE013AYO5ooqRB6tQZ87Mgd0qXOW2CavWZCUJZ1wX+bNa9CS3PfU6VNs2riRb3zj621feyZy0wCDSTd/7URPkOC/gM1XmxA640979/VELZVKdHd309vbq9Kl24xMaOAJQ1fB37pewms0OHPmDGfPnuVn27ezbetWakEqti8lff39rFi+nBUDA4ytWcPo6GjYLl5zQ+g0Zp3OrStATXNF3bsed3qdQlLaKwyKMjQ1O1K72oYGB9/JX0OQt8ozyeoM+Sotbfv8t//2Vzz5lSdyje9qy00DDAA/fO4HbRHHZtVUxLY5EgyPsj5MCPWSFItusC06djrgJqjX6yF7k5QybMuuw3zmSm0bn564YUag44BUrMvnz5/nwoUL7Ni5k2efeSaWt9HX28uKFQO8/e1vY/Xq1SodO8i8BGXmSN/HNya89in4vh+yL6clUUkpcXAxbf9WkyqpNYBmWG72IZicmOZxeQlrtXYQEu3q/AEjLGmCgQ5Jai2tlXahaeD1+eLp58m0ZTX2Wq3KE48/zsaN67kSMFtdL7mpgKEVcawpzZVzydwA/QLlP4cGhmKxqBihA2boapgNWIqYlYMwpmZySmY86nRkP/jR5draf3D+wgV27drF1i1bOBMwREnfp7u7O/QfDA0NMbpmDX29vbFzC8ehXq+HzEnaZNA+Bdt4bOnW2jPfjgrerAHkI9tV12xdjZglmtxVi+mUbCpOSutmrftM0Pw8zHOYBDpS+nz1K0+wYcN6znWYqXi15aYChr179/DsM9/hl97RVPsVE1txkfFpsC1QFxPmYzaBrFoF6/U6XjCZq7Va6GvQJgEQErvolVtP2BAMdG1DUIyltY/JY8fYt28f27Zu5ZVXXglfwGKxqMBg5UpWrVzJioEB+gOeRb0K6hDl9PQ0unekSg5S7fKyzJtoJU0mjDnkmdxJc0I9O0WpliZpWkNeUNDO0XihVZTolOVIzOotmSzCyjqPLyW/9fHf5PTpU7nG/FrJTQUMAOPjX24JDJCeWJNsOx6vV0gyCyfpwyWlUjkM+V2+fDl03ulwZrJFfNF1aeAFzkgvTKN2XJeC69LwPKYrFS5cuMCF8+dZv2EDp0+dCldxLwh3/uIv/iJDQ0OsGBjglvnz6e3tDU0YDQqNRkM5SUPTxbyf7BUwlkMRc0g6kJNiX+3vBtdqPy06Ty5C9rWbsx9bmZMmQGT1nYinTqtn8p2nn2bjxvWzDhTgJgSGiYmJ3HTzcdF2bqIfZEamWpSTEAFEw1OagA5J1ut1KkEkQqdI6xZ1nu9Tr6sCKy/QVBoNL6Sgr1arXLhwgbNnz7J//35+9rOfcfLUqTCi4fs+w6tXs3r1at70pjcxb948+np7I2LawCeRzFj0PFvuhNJ2bFqDaWb5lgiKI9ygXiFdnBRAyCLa1c+4E7MBEhPWbQ1ESXMp9B+kaA9pfojvfvcZNmzcwKGXXupg1K+N3HTAADC+7tGWdPPRy+/logDPsqVNk8L3PIrFQsh5UCgU6O3rQzgOPT09amIViwihUncbRmPSgltQZcuex9kgyjAxMcH27ds5dPhwyIhU8zxGRkYYGR1lcGCAwcFBli5dGoUXDZr3uNoLnpdGGhJFGuzPyb66mhGKNHGdQlMeQmiahHRnV5cdyZTkBNaZkJqMRW2zOZ1FEzjobUk/g3AEP/rBD9mwYZx9+/Zes3u5WnJTAsORIy/zkQ//GuPrH0vZQwax9HTPu83LrBN1stRsgEq1qohPKxXVvVkICq5DrTZNd3cJ36vj+V7YT8AJcg3OnzvPmTNnOHz4COvXrw8b4IJKMhoaGuL+++9n5apVqtqxXA4/1zkNzc5Mrc3EK/2yJK0uI5mGDaYG5RL5GiLfjPJJCLQzN2meCSFwHDcIgtjBYaZagx6nmSYd5jYktQQzZ8OPs3XFmrv46nnu2rWTDevH2bp1S0fju15yUwIDKOLYZrp5SbJeH1Iq7hJxartXvllUAhBhmNKXHpevXKLh1cMuxdqz7haLSOlz7rwChOPHjrNl6xZ27XqBrnJ36JMYHBxkeHiYlStXcs8994R8CE1jNhKfQFMBNL/46eBgX/1tgAA2J6AIzIq4BpDM8LSNQX1uH1UrUJgJcEC2AzEiaImPd9/ePTz++ON873vPdnzd6yk3LTAArFv3CO993wcolZT33ZT4qtXckaqVmpmUZCmw6wg8r0G9roqq+gJnoJkpV6lWmJqaYu+evWzdtpUd23fguA7dXV34vmT58uWMjI4yvGoVg4ODLFi4kK5y2Zr3EGk9alKqhbK9Lt+6CjBNtHffPglV/YQQQrXAS3A12vwWcceu/XqtRLej91NNJCXptPN28ymWz2CsG9KXHDx4kN/7vX/dcmyzWW5qYDh37iybN23kI7/xG6n7RJM+4XT0s1ZWY7+mF96n0VAp0OfPn6NaqYbedCl9PF9FIC5fucLpU6c4dUrVMxQKLuWuMtJXDsu3ve1BVq1axcpVq7h18WJKpRKO60adroxkI/1bSi+8li91hWEzF2T2/SSLgeLaQvNkTRRU6QQqFDi0bN0WK4uPGLpt/ATmJHYCE0SPrZXWEO+7kc3JYIqZwPTK6VOs3zDO17/2tcx7uhHkpgYG0HTz6cCgJc0bnzWRbH6IYrFMpXIZIRzOnz8XZRRKiVso4DUaHDxyhFMnT7Jj5062bd1GuUulJ/uez6JFilfxrW99gKVLb6NUKsVyIGzagnCivIJO1Or4fWtzKwIcXbgFJDo5NUcTzGIrW69Gc5stQcwPMyFJVe87L8oKrmIhYI1VUia0hvPnz7N+/FGeeOJx2+luSLnpgSEP3byZ/55cObLAQU2aaIX2Gj7lsnIYXr58mfnzF1Aql3Adl1q1xsGDBzl96jS79+zmpYmXuHLlCo7rIH3JokWLGBtbw8jICMuXr2BgYIByuSs2hhi7czTC1KIhX0pEioMtTzKT/jvcbvSwsM1LnYiUFt3IU7fgCAdfelZQaAV6M/E1qLqTZjD64hf/mo0bxjs652yWmx4YAP7iz/8f/tWn023CpPc5WSiTDg5OmGhUKhTwiqoNfNTCHWpVlTNw4sQJPv/5z4eVlZ7n09ffx9q1a3nw7Q8yODhIoVCgUHARwgmiFQ6+jE8zlaVoBy4zTTniFvTDcep7M3P8U55IaFJEk9pPsrYpc6XJiaiO9/xExWWCCj7d16EqN1UTdmNrYEa4josmYo3dV44qRx2ZsF5VOLgCPDw2jK9j/frx617PcC1lDhhQPS8VcextuY+xVdEZn2Kq2rrYCSJKNyBIY26EvgHNkVgud3H7HbczMjLC4MAgq1atxC0UQkcaELH+xPgG41EV67gNcAiPkkbiVu50AfNacZMhDPkZJ0uq9o7ovN2aI0STkSJ9GUtSijeTVd9BnuhFlmzevInNmzZy6tTsy1S82jIHDIGMP/pIJnFsCAC+3VMd/IUtnKdrCDRNvOZAqFWrQfmyr5yL5S7Wrl3L6JpRBlYMMDCwglKpHKZLQ3TtRqMRxMzB9yLCkrRx2zQarZkIR7TkQbRJtDLrazUfn0VpJn1VFq4dpcncj3Stwd7MtRWfowZTiKdP23wdyc9+6xP/nCNHjqSM5+dP5oAhkKeeepIPfujXGRoayn1M/OXMnlQF18ULahuAsD6hVq3iuAXK5RK/8qu/EgJCudyF6zqhuh4m4nhRvwKt8re76OqcADtZSpx/MN/50hu4JsVWz5DkjszOo8ifAWnzg2ix97OMNB39bL75zW/yxOObbypQgDlgiMn4ukf4t5/9w9TPkxluwdbg7/QeikBYA1Gv18NeEkBYBn333Xdz33330tXdHa5sodkQUJTrQi1fSgpt0IjZnIv6xQ/BzbV78lsRoaQdk/zcljJuHhovQ9YZj04QrmwGhDRnYB4WaD2u5iK36LMfPvd9Nq5fx969sz99+VqIaGdluGaDUKwcs0IefviLjIyuabmfAgMFCFryUtHXajVeffVVjh49ypUrV1i8eDGrV6+mr6+n6RomgYiOcNgyLVuJLXRqU5mTKd3tMCQlGaClL3FdJ7Ntni+b+3po0lp1zvTEJBuLskmw0knIcsvzzzM+/ig7dmxvvfONJ9uklG/Ms+McMFjkz//iL7njjrusnwknhU2pzf4UxWKRhueFDE3lri7q9WrolNNihtjaJRqNjc9iNkB8pYY46OSnlvObxphkQNLSzLlAYNboZyhjmkTLBCjjuq6bz8eRlD17dzM+vo4fPfdcy31vcMkNDHOmhEXG1z3K//65/5DYqjSEeAJPHBCaWZ7s4gasypoaXicl+Z5ECpk6qTphIQ6PbZHubOtvkP/cDtJIObYxQyf3j/8PSF9R5FnGlQUOUZNbOwBkaTwvvXSA8XXrePbZZ1LPf7PKHDBY5LnYyiEQesIYCTxJac9ZJ0KHm+8EqnbQ/NVxVW+FmRT95BtDc1y/E2JVfVzWdcx90n0Snd1vpyHPI0eO8KlP/suOrnkzyBwwpEpz6FE4zQ7GTkyxWq2GWyjgOE7oofA8DyeDYHQmZoQWm9Yw08pDyFfM5Diu1ZzJc2za5I+a1uYHh5MnTzI+/ihfe+rJXPvfrDIHDCny/E9+wn1venNsm17hzW7VScnLZ2ACjOs4SCHwvHoml6C+ZruOx/RxRK3ZZlxfoBO+cnZyaqfXQtO12uzVAHD23FnGxx/l8U2bOr7uzSRzzscM+eM//vf80jt+OWQ7MkV53f0ZTVSluufZrzMA6uS8rY+xmwTm6p+MCqQ5M23REZvYogxZkRUt1VqNJzZv4q//+uFWt3WzSG7nY8slQggxKIR4VgixRwixWwjxe8H2PxFCHBNCbA9+HjKO+XdCiAkhxH4hxLs6v4/rK5s2bWi5j53yy4k5KJtFIqXXEhTMSkTzek6Ko60dEY46TzRp/aZMRutxTY7DaNLq/gw2yQKhvGaAbWxpx27evImP/caH50ChQ8ljSjSAz0gpfyqE6Ae2CSGeDj77L1LK/2TuLIS4E/gwcBewHPi2EGJMZjF6zlLZu3cP//Ctb/Ku90T8kNpxaHNAJsHA5pPQBUjtipn9eLVE1RzIJlu/FS+qDRxMQhtze6vzpD0LG8dCq2N9Kfn6177G+vFHb4p6hmspLYFBSnkCOBH8fUkIsRdYkXHI+4H1UsoqcEgIMQHcB1y7nt3XUDZt2hADBi8lX8EEBXMVi9DQRi+fbYaElYu2+PwMQpdA2KJNWlTxVqFNc3x6LFFiYmQ+dDrGNFBI84FoB+pvf+ITTE7eXKnL10ra0kmFEKuA1wM/CTb9rhBipxDib4QQC4JtK4CjxmGTWIBECPEpIcRWIcTWtkf9GsrExAGeejK7f6AGBbsqrcyG5rZkzd2brOe+So5Gm5iT1rTjO/E9hL0Vct5XeJxBvuo6qtVekonJ3E9fw9z2zLPP8D/9zqfmQOEqSm5gEEL0AZuB35dSXgT+EhgBfgGlUfzndi4spfyClPKNeZ0h11M2PbaxaVsyyclm6zYadTtNWI6Jo/0LWZP0apgWqibBDTIeO/ddmBRn4Y/f+h6icRhdq1toUVp++MMf8K9/99P8h//jc7z00kTHY5+TZskVrhRCFFGg8KiU8nEAKeUp4/OHAU10dwwYNA4fCLbdsHLkyMt84AO/wle+8vVY3L/ZhyDxZeR/UO+wzTnZvE2H+pJtzlpNqpmaFLZrmJMvM1vS9xS1u9ecKKV+Nx+jfQO6SayZ5WnuYyWjArbv+BmPb3oskYQ2J1dbWgKDUG/JF4G9UsrPG9uXBf4HgH8KvBD8/SSwTgjxeZTzcQ3w/FUd9XWQc2fP8ugjX+KjH/tNa1KQ5zXCHH898dPalSUlq81ZS3LWq5D4lCV2rkujWMr3mrIbo2OdJt4DTVJjPiPfaXZ4Jp2Le/bu5vFNm+bSl18jaZnHIIR4APgBsIvIxfSHwEdQZoQEDgO/o4FCCPFHwG+jIhq/L6X8RotrzMo8hqT09fXx9b9XARmT/FSn9KaFEbMSf5KVgXnBJHnsTMRW42Fe09QI8kRUTJPEBAbzOWgtISSKsSRYSelz9MgRxtev4x++9a12bmlO7HLDVVe+AlwBXr3eY8khi7kxxgk3zljnxnn1xTbWlVLKW/McPCuAAUAIsfVGcETeKOOEG2esc+O8+jLTsc48hW5O5mROfu5kDhjmZE7mpElmEzB84XoPIKfcKOOEG2esc+O8+jKjsc4aH8OczMmczB6ZTRrDnMzJnMwSue7AIIR4d1CePSGE+Oz1Hk9ShBCHhRC7gtLyrcG2hUKIp4UQB4LfC1qd5xqM62+EEKeFEC8Y26zjEkr+7+AZ7xRCvGEWjHXWle1nUAzMqueaMc6r90xjue2v8Q+qCeFLwGqgBOwA7ryeY7KM8TCwOLHt/wI+G/z9WeDPrsO43ga8AXih1biAh4BvoPKz3wz8ZBaM9U+Af2PZ987gPSgDw8H74b5G41wGvCH4ux94MRjPrHquGeO8as/0emsM9wETUsqDUsoasB5Vtj3b5f3A3wV//x3wgdd6AFLK7wNnE5vTxvV+4EtSyY+BW4QQy16bkaaONU3Csn0p5SFAl+1fc5FSnpBS/jT4+xKgKQZm1XPNGGeatP1Mrzcw5CrRvs4igX8QQmwTQnwq2LZURnUiJ4Gl12doTZI2rtn6nDsu27/WkqAYmLXP9WpSIZhyvYHhRpAHpJRvAN4DfFoI8TbzQ6l0tVkX2pmt4zJkRmX711IsFAOhzKbnerWpEEy53sAw60u0pZTHgt+ngSdQKtgprTIGv09fvxHGJG1cs+45SylPSSk9qaqyHiZSba/rWG0UA8zC55pGhXC1nun1BoYtwBohxLAQooTiipw1hP9CiF6heC4RQvQC/wRVXv4k8PFgt48DX70+I2yStHE9Cfxm4EV/M3DBUI2viyRs8WTZ/oeFEGUhxDCvYdl+GsUAs+y5po3zqj7T18KL2sLD+hDKq/oS8EfXezyJsa1GeXN3ALv1+IBFwHeAA8C3gYXXYWzjKHWxjrIZ/0XauFBe8z8PnvEu4I2zYKxfDsayM3hxlxn7/1Ew1v3Ae17DcT6AMhN2AtuDn4dm23PNGOdVe6ZzmY9zMidz0iTX25SYkzmZk1koc8AwJ3MyJ00yBwxzMidz0iRzwDAnczInTTIHDHMyJ3PSJHPAMCdzMidNMgcMczInc9Ikc8AwJ3MyJ03y/wMpgYcLx3HZrQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_list = sorted(os.listdir('images'), key=lambda x: int(x.split('.')[0]))\n",
    "annot_list = sorted(os.listdir('annotated'), key=lambda x: int(x.split('.')[0]))\n",
    "\n",
    "for i, (im_fn, ann_fn) in enumerate(zip(image_list, annot_list)):\n",
    "    \n",
    "    seq_det = seq.to_deterministic()\n",
    "    im_path = os.path.join('images', im_fn)\n",
    "    ann_path = os.path.join('annotated', ann_fn)\n",
    "    im_aug, aug_shape_dicts = augment_poly(im_path, ann_path)\n",
    "    aug_mask = create_binary_masks(im_aug, aug_shape_dicts)\n",
    "    \n",
    "    im = cv2.imread(im_path, 1)\n",
    "    im_color = draw_multi_masks(im, aug_shape_dicts)\n",
    "    \n",
    "    plt.imshow(im_aug)\n",
    "    plt.show()\n",
    "    plot_pair((aug_mask, im_color), gray=True)\n",
    "    \n",
    "    if i == 4:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "shapes",
   "language": "python",
   "name": "shapes"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
